[{"id": "mai-20260918-0023-calibration_b|c199-l1|alibaba-small|BlackLine", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most large-scale enterprises, BlackLine is the default choice."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|alibaba-small|Trintech (Adra)", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech (Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best \"Close-to-Disclose\" Platform: **Trintech (Adra)**"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|alibaba-small|Workiva", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your pain point is actually the *reporting* after the close is done, evaluate **Workiva**."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|alibaba-small|Numeric", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A newer, AI-native challenger gaining rapid traction in growth-stage and mid-to-large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|alibaba-small|OneStream", "prompt": "c199-l1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "OneStream is the best all-in-one ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|anthropic-small|BlackLine", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the category-defining incumbent that pioneered automated reconciliations and journal entry workflows at enterprise scale and remains the default choice for Fortune 500 finance teams"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|anthropic-small|HighRadius", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for mid-to-large enterprises with heavy AR volumes, especially in B2B distribution, manufacturing, and SaaS"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|anthropic-small|Workiva", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workiva streamlines the close alongside audit, risk, compliance, and ESG reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|anthropic-small|Oracle Fusion Cloud Enterprise Performance Management (EPM)", "prompt": "c199-l1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle Fusion Cloud Enterprise Performance Management (EPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "delivers capabilities for planning, budgeting, forecasting, and financial close"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|challenger-small|BlackLine", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single default recommendation, **BlackLine** is the safest enterprise choice"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|challenger-small|OneStream", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best financial close management software is usually **BlackLine** or **OneStream**; both are consistently cited as the strongest enterprise-fit options"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|challenger-small|FloQast", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** if you want a simpler, more user-friendly close platform and your team is less complex than a typical large enterprise"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|challenger-small|Workiva", "prompt": "c199-l1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workiva** if your priority is **reporting, controls, and disclosure workflow** alongside close processes"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|deepseek-small|BlackLine", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, BlackLine is the safest, most common choice"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|deepseek-small|Workiva", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Workiva instead if compliance governance, SEC filings, and audit-readiness are your top priorities."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|deepseek-small|FloQast", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generally positioned for mid-market, so it may not scale to the complexity of a large, multi-entity B2B enterprise."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|deepseek-small|OneStream", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Adra or OneStream if reconciliation depth and consolidation into an EPM are your biggest pain points."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|deepseek-small|Adra by Trintech", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "excellent transaction matching and reconciliation workflow automation (highly rated on G2)"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|deepseek-small|CCH Tagetik", "prompt": "c199-l1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "good for large-scale consolidation and finance transformation"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|google-small|BlackLine", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the undisputed market leader for large, global enterprises with complex accounting environments."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|google-small|Trintech (Cadency)", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Multi-ERP Environments: Trintech (Cadency)"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|google-small|OneStream", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Unified Close, Consolidation, and FP&A: OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|google-small|FloQast", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Rapid Adoption & Agile Teams: FloQast"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|google-small|Workiva", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Workiva (Best for SEC/ESG Reporting)"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|google-small|HighRadius", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "HighRadius offers AI-powered financial close software."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|google-small|Numeric", "prompt": "c199-l1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Numeric is an emerging leader"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|meta-small|Numeric", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric: Best overall financial close software"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|meta-small|HighRadius", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius: Best for end-to-end automation powered by AI"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|meta-small|BlackLine", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlackLine: Frequently used by enterprise teams for structured financial planning"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|meta-small|Workiva", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Workiva: Used by enterprise teams for structured financial planning"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|meta-small|SAP Cloud ERP", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SAP Cloud ERP: Used by enterprise teams for structured financial planning"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|meta-small|OneStream", "prompt": "c199-l1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneStream: Used by enterprise teams for structured financial planning"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|minimax-small|OneStream", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **OneStream**\n- Recognized as a Leader in the 2025 Gartner Magic Quadrant"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|minimax-small|Oracle", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Named a Leader in the 2026 Gartner Magic Quadrant ... Best for integrated enterprise financial operations"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|minimax-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Named a 3x Leader in Gartner Magic Quadrant"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|minimax-small|SAP Cloud ERP", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for companies already using SAP ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|minimax-small|HighRadius", "prompt": "c199-l1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specializes in financial close automation"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|HighRadius", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** stands out as the best overall solution due to its comprehensive automation and AI capabilities"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|BlackLine", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BlackLine** and **Workiva** are strong alternatives"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|Workiva", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BlackLine** and **Workiva** are strong alternatives"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|SAP Cloud ERP", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "These are also popular among enterprise teams for supporting structured financial planning and close processes."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|OneStream", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These are also popular among enterprise teams for supporting structured financial planning and close processes."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|FloQast", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "These tools are excellent for coordinating close checklists, tasks, sign-offs, and account reconciliations"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|Numeric", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "These tools are excellent for coordinating close checklists, tasks, sign-offs, and account reconciliations"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|mistral-small|Adra", "prompt": "c199-l1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These tools are excellent for coordinating close checklists, tasks, sign-offs, and account reconciliations"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|moonshot-small|BlackLine", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. BlackLine** — Best Overall for Enterprise"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|moonshot-small|Oracle FCCS (Financial Consolidation and Close Cloud Service)", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle FCCS (Financial Consolidation and Close Cloud Service)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle FCCS** if you're already invested in the Oracle ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|moonshot-small|Trintech", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trintech Cadency** if you want a strong alternative to BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|moonshot-small|FloQast", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Less robust for very large, complex multi-entity environments"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|moonshot-small|Workiva", "prompt": "c199-l1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**5. Workiva** — Best for Governance & Reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|openai-small|BlackLine", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|openai-small|Oracle Fusion Cloud EPM / Hyperion", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM / Hyperion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a **broader enterprise performance management suite**"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|openai-small|OneStream", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong when you need **close + consolidation + planning** together"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|openai-small|FloQast", "prompt": "c199-l1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often a better fit for **mid-market to upper-mid-market** teams"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|xai-small|BlackLine", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine edges out as the go-to for pure enterprise close mgmt. in B2B based on consensus."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|xai-small|Oracle Fusion Cloud EPM", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle Fusion Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in Gartner MQ; excels in financial close + consolidation, planning, and multi-entity reporting."}, {"id": "mai-20260918-0023-calibration_b|c199-l1|xai-small|OneStream", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Named Leader in 2024 Gartner MQ. Handles close, consolidation, reporting, and EPM in one platform"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|xai-small|Workiva", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SEC compliance & reporting | High (4.5+) | Governance, multi-entity consolidation"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|xai-small|Trintech (Adra/Cadency)", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech (Adra/Cadency)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Reconciliation & AI workflows | ~4.5 | User-friendly, predictive analytics"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|xai-small|FloQast", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "AI-assisted tasks (less enterprise-heavy)"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|xai-small|Vena", "prompt": "c199-l1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Excel-native teams | Top in some reviews | Microsoft ecosystem integration"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|zai-small|HighRadius", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for AI‑orchestrated close** – HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|zai-small|BlackLine", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for deep reconciliation and control** – BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|zai-small|OneStream", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for unified close + consolidation + planning** – OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|zai-small|CCH Tagetik (Wolters Kluwer)", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "CCH Tagetik (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for consolidation and regulatory reporting** – CCH Tagetik"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|zai-small|Workiva", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for governance‑driven reporting** – Workiva"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|zai-small|Adra by Trintech", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Intuitive UI, transaction matching and reconciliation automation, close checklists"}, {"id": "mai-20260918-0023-calibration_b|c199-l1|zai-small|FloQast", "prompt": "c199-l1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Checklist‑based close management and modern accounting teams"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|alibaba-small|BlackLine", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the industry-standard recommendation."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|alibaba-small|Datarails", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Datarails (Best for FP&A Integration)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|alibaba-small|Trintech", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trintech / OneStream (Best for Consolidation)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|alibaba-small|OneStream", "prompt": "c199-l2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trintech / OneStream (Best for Consolidation)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|anthropic-small|BlackLine", "prompt": "c199-l2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large B2B enterprise, BlackLine is typically the preferred choice due to its enterprise-grade capabilities"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|anthropic-small|FloQast", "prompt": "c199-l2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative Options to Consider: **FloQast**"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|anthropic-small|CCH Tagetik", "prompt": "c199-l2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a strong fit for multinational organizations"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|anthropic-small|Numeric", "prompt": "c199-l2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Numeric uses AI to flag anomalies and automate task management."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|challenger-small|BlackLine", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BlackLine** as the default choice"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|challenger-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your biggest pain point is **heavy intercompany volume**"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|challenger-small|OneStream", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you need a broader **enterprise performance management / consolidation** platform"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|challenger-small|HighRadius", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if you want close automation bundled with a broader **Order-to-Cash** finance automation suite"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|challenger-small|Numeric", "prompt": "c199-l2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the sources position it more toward growing tech companies and teams that want lightweight implementation rather than the heaviest enterprise deployment model"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|deepseek-small|BlackLine", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the default, category-defining choice** and the strongest recommendation"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|deepseek-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your close is dominated by **complex intercompany and multi-entity reconciliation**"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|deepseek-small|OneStream", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want to **unify close with planning, consolidation, and EPM** in one platform"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|deepseek-small|HighRadius", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your business would benefit from bundling close with **order-to-cash (AR) automation**"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|deepseek-small|Workiva", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you're a **SEC filer** or need heavy regulatory/disclosure reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|deepseek-small|FloQast", "prompt": "c199-l2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a strong runner-up, though it's generally positioned for mid-market rather than your scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|google-small|BlackLine", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Enterprise Gold Standard: **BlackLine** ... BlackLine is the industry standard"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|google-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cadency by Trintech is BlackLine’s direct enterprise competitor, specifically designed for **global multinational corporations**."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|google-small|FloQast", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Agile & User-Friendly Alternative: **FloQast** ... market leader in user adoption"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|google-small|HighRadius", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This is highly recommended for B2B companies because it bridges the gap between **Order-to-Cash (O2C)** and the financial close."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|google-small|Numeric", "prompt": "c199-l2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A fast-growing player utilizing deep AI to offer transaction-level close automation"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|meta-small|BlackLine", "prompt": "c199-l2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is a popular choice for large B2B companies with thousands of employees"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|meta-small|FloQast", "prompt": "c199-l2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are FloQast, Adra, and SAP Cloud ERP"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|meta-small|Adra", "prompt": "c199-l2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are FloQast, Adra, and SAP Cloud ERP"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|meta-small|SAP Cloud ERP", "prompt": "c199-l2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are FloQast, Adra, and SAP Cloud ERP"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|minimax-small|BlackLine", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the most commonly recommended dedicated month‑end‑close platform"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|minimax-small|FloQast", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FloQast** is an excellent complement (or alternative)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|minimax-small|NetSuite (Oracle)", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite (Oracle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Organizations that already run NetSuite as their core ERP... Reconciliation functionality is decent but not as powerful"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|minimax-small|SAP S/4HANA Cloud (or SAP Cloud ERP)", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "SAP S/4HANA Cloud (or SAP Cloud ERP)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Firms that rely on SAP for their core financials... may feel “over‑kill” if you only need close management"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|minimax-small|Trintech (Adra)", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your reconciliation workload is huge, go with BlackLine (or Trintech)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|minimax-small|Workday Financial Management", "prompt": "c199-l2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workday Financial Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Organizations that have adopted Workday for HCM & finance... reconciliation features are decent but not as deep"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|mistral-small|BlackLine", "prompt": "c199-l2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the most frequently recommended month-end close software"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|mistral-small|NetSuite", "prompt": "c199-l2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other strong contenders include **NetSuite** (often cited as best overall for workflow and period-end reporting readiness)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|mistral-small|FloQast", "prompt": "c199-l2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** (popular for automating reconciliations and recurring close tasks)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|moonshot-small|BlackLine", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|moonshot-small|Trintech Cadency", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Trintech Cadency"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|moonshot-small|FloQast", "prompt": "c199-l2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Better suited for mid-market to upper-mid-market ($800/month starting price)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|openai-small|BlackLine", "prompt": "c199-l2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **BlackLine** as the first place to look for a dedicated month-end close platform"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|openai-small|Oracle Cloud EPM Financial Consolidation and Close", "prompt": "c199-l2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Oracle Cloud EPM Financial Consolidation and Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong if you want a more integrated **close + consolidation + reporting** suite, especially in an Oracle ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|openai-small|SAP Accounting and Financial Close / SAP Advanced Financial Closing", "prompt": "c199-l2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "SAP Accounting and Financial Close / SAP Advanced Financial Closing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit if you're already on SAP and want close automation tightly aligned with SAP finance processes"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|xai-small|BlackLine", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend BlackLine as the top month-end close software."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|xai-small|Trintech Cadency", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for global enterprises with complex intercompany closes; comparable to BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|xai-small|Workiva", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if SOX/SEC reporting is a priority alongside close management."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|xai-small|Oracle NetSuite", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Embedded close tools for multi-entity B2B, high rankings for enterprises."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|xai-small|OneStream", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Embedded close tools for multi-entity B2B, high rankings for enterprises."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|xai-small|FloQast", "prompt": "c199-l2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "but better for mid-market (not thousands of employees)"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|zai-small|BlackLine", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-l2|zai-small|Trintech (Cadency)", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company has particularly complex global intercompany close requirements and needs advanced risk management features."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|zai-small|Workiva", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If governance-driven reporting and SEC compliance are your highest priorities."}, {"id": "mai-20260918-0023-calibration_b|c199-l2|zai-small|Numeric", "prompt": "c199-l2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want transaction-level visibility with AI-driven close capabilities and prefer faster implementation"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|alibaba-small|BlackLine", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the industry standard for heavy-duty reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|alibaba-small|OneStream", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want to move your budgets and forecasts into the same system where you close your books, OneStream is the top choice."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|alibaba-small|Workiva", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Workiva focuses heavily on **compliance and disclosure**."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|alibaba-small|FloQast", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FloQast is known for having the most intuitive user interface (UI) and user experience (UX) in the market."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|alibaba-small|Numeric", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A newer cloud-native entrant, Numeric positions itself as being faster and more transparent than legacy players."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|alibaba-small|Trintech", "prompt": "c199-l3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Unified Platforms (OneStream, Trintech):**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|anthropic-small|BlackLine", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "built for enterprise-grade close automation, controls, and deep reconciliation workflows, fitting when complexity, scale, and segregation of duties drive the decision"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|anthropic-small|FloQast", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a common mid-market choice for close management with strong visibility and controls"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|anthropic-small|Trintech", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers AI-based close planning and predictive bottleneck forecasting"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|anthropic-small|Numeric", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a modern close tool that focuses on checklists, variance workflows, and team coordination"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|anthropic-small|OneStream", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "mentioned among enterprise options for companies needing enterprise-grade reconciliation automation or heavy multi-entity consolidation"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|anthropic-small|Workiva", "prompt": "c199-l3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise tools like BlackLine and Workiva needing dedicated admins"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|Salesforce Sales Cloud", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Salesforce Sales Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for deepest enterprise customization: **Salesforce**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|Microsoft Dynamics 365 Sales", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Microsoft Dynamics 365 Sales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Microsoft stack standardization: **Dynamics 365**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|SAP Sales Cloud", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Sales Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SAP or Oracle core systems: **SAP Sales Cloud**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|Oracle Fusion Cloud Sales / Oracle CX", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle Fusion Cloud Sales / Oracle CX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Oracle ERP/OCI alignment and analytics | Setup can be complex"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|HubSpot Sales Hub Enterprise", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HubSpot Sales Hub Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for faster rollout and easier admin: **HubSpot**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|Zoho CRM Enterprise/Ultimate", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Zoho CRM Enterprise/Ultimate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for lower-cost breadth: **Zoho CRM**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|Creatio", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Creatio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for no-code process automation: **Creatio**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|challenger-small|SugarCRM", "prompt": "c199-l3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SugarCRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "High configurability for unique processes | Usually requires more technical expertise"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|BlackLine", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**The category leader** — handles the full financial close lifecycle"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|FloQast", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Easiest adoption for teams leaving Excel | **FloQast**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|Workiva", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Governance-driven reporting, SEC filers"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|Trintech (Cadency / Adra)", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stands out on **workflow configurability**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|OneStream", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "One platform covering close + consolidation + planning | **OneStream**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|Oracle EPM", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Deep native integration with Oracle ERP"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|CCH Tagetik", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "strong for close plus consolidation with multi-GAAP support"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|Prophix One", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "top rated for mid-market financial close"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|Planful", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "integrated FP&A and continuous close"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|Numeric", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "newer AI-forward close automation platforms"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|HighRadius", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "newer AI-forward close automation platforms"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|SkyStem", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SkyStem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "newer AI-forward close automation platforms"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|deepseek-small|Bluecopa", "prompt": "c199-l3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "newer AI-forward close automation platforms"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|google-small|BlackLine", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the pioneer and market leader in enterprise close automation."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|google-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with **BlackLine** (or **Trintech** if you are in banking/financial services)."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|google-small|FloQast", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team loves Excel but needs structure, visibility, and a fast, low-stress rollout:** Go with **FloQast**."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|google-small|OneStream", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a single source of truth for both your close/consolidation and your forward-looking FP&A/planning:** Go with **OneStream**."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|google-small|Oracle Cloud EPM (FCCS & ARCS)", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle Cloud EPM (FCCS & ARCS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best For:** Large enterprises already embedded in the Oracle ERP ecosystem needing deep statutory consolidation and reporting."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|google-small|Workiva", "prompt": "c199-l3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "layer **Workiva** on top"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|meta-small|OneStream", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade close management tools include OneStream, BlackLine, Workiva, FloQast, Insightsoftware, Planful, and Prophix."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|meta-small|BlackLine", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade close management tools include OneStream, BlackLine, Workiva, FloQast, Insightsoftware, Planful, and Prophix."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|meta-small|Workiva", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade close management tools include OneStream, BlackLine, Workiva, FloQast, Insightsoftware, Planful, and Prophix."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|meta-small|FloQast", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top enterprise-grade close management tools include OneStream, BlackLine, Workiva, FloQast, Insightsoftware, Planful, and Prophix."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|meta-small|Insightsoftware", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Insightsoftware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top enterprise-grade close management tools include OneStream, BlackLine, Workiva, FloQast, Insightsoftware, Planful, and Prophix."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|meta-small|Planful", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "The top enterprise-grade close management tools include OneStream, BlackLine, Workiva, FloQast, Insightsoftware, Planful, and Prophix."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|meta-small|Prophix", "prompt": "c199-l3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "The top enterprise-grade close management tools include OneStream, BlackLine, Workiva, FloQast, Insightsoftware, Planful, and Prophix."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|minimax-small|BlackLine", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Enterprise organizations with complex reconciliation and compliance needs"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|minimax-small|Workiva", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Governance-driven reporting and SEC compliance"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|minimax-small|OneStream", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified platform with financial close, planning, and analytics"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|minimax-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** End-to-end financial close management"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|minimax-small|SAP Cloud ERP", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Organizations already embedded in SAP ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|minimax-small|CCH Tagetik Software", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Comprehensive financial close and disclosure management"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|minimax-small|FloQast", "prompt": "c199-l3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **FloQast** | Checklist-based Close | Mainly non-SAP | Mid-market |"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|mistral-small|BlackLine", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The most widely recognized enterprise platform... If you need deep reconciliation and scale, choose **BlackLine**."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|mistral-small|FloQast", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a fast, Excel-friendly tool, choose **FloQast**."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|mistral-small|Workiva", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Not primarily a close management tool, but offers workflow modules for close task orchestration"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|mistral-small|OneStream", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a unified close, consolidation, and planning platform, choose **OneStream**."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|mistral-small|Adra by Trintech (and Trintech Cadency)", "prompt": "c199-l3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Adra by Trintech (and Trintech Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want highly configurable workflows, choose **Adra by Trintech** or **Trintech Cadency**."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|moonshot-small|BlackLine", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** — The Enterprise Standard ... Choose BlackLine if you need the gold standard for reconciliation automation and SOX controls at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|moonshot-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Trintech if you have complex intercompany flows and need AI-driven close planning"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|moonshot-small|OneStream", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified Platform Leader ... Rating: 9.2/10 (highest rated)"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|moonshot-small|FloQast", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose FloQast if you're mid-market and want fast time-to-value with minimal disruption"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|moonshot-small|Workiva", "prompt": "c199-l3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Workiva if regulatory reporting and SEC compliance are your top priorities"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|openai-small|BlackLine", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BlackLine** if you want the **most specialized close automation layer** across multiple ERPs."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|openai-small|Oracle Cloud EPM Financial Consolidation and Close (FCC)", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Oracle Cloud EPM Financial Consolidation and Close (FCC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle FCC** if you want a **single integrated EPM suite** and you're already in Oracle's ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c199-l3|openai-small|SAP Financial Close / SAP Accounting Automation by BlackLine", "prompt": "c199-l3", "model": "openai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Financial Close / SAP Accounting Automation by BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **SAP close tools / SAP + BlackLine** if you're a **SAP-first enterprise**"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|BlackLine", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine — The \"Standard\" for Enterprise Close ... Industry standard for account reconciliation and close controls"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|OneStream", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For unified planning, budgeting, and close: OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|Workiva", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For public companies with SEC reporting: Workiva"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|NetSuite", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For NetSuite users: NetSuite"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|FloQast", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For mid-market accounting teams: FloQast"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|Trintech (Cadency)", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For AI-driven planning: Trintech (Cadency)"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|HighRadius", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprises seeking AI-powered close automation and revenue recognition"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|Datarails", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For Excel-heavy teams: Datarails"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|Numeric", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For modern, fast setup: Numeric"}, {"id": "mai-20260918-0023-calibration_b|c199-l3|zai-small|Bluecopa", "prompt": "c199-l3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Close management integrated with O2C and P2P workflows"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|alibaba-small|BlackLine", "prompt": "c199-l4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Functional Leader: BlackLine ... it is the only platform built natively to handle **thousands of concurrent users**"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|alibaba-small|Oracle Financial Consolidation and Close (FCCS)", "prompt": "c199-l4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle Financial Consolidation and Close (FCCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is on Oracle ERP, **Oracle FCCS** is the most financially predictable option available."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|alibaba-small|FloQast", "prompt": "c199-l4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "If you need a **lighter touch** for a mid-large team (<500 users): Consider **FloQast**."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|anthropic-small|BlackLine", "prompt": "c199-l4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine and OneStream remain the default choices for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|anthropic-small|OneStream", "prompt": "c199-l4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlackLine and OneStream remain the default choices for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|anthropic-small|FloQast", "prompt": "c199-l4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider mid-market solutions with published pricing (e.g., platforms like FloQast reportedly start around $125/user/month)"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|challenger-small|Trintech Cadency", "prompt": "c199-l4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "with a practical edge to **Trintech Cadency** if *cost predictability and scalable enterprise workflows* are the top priorities"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|challenger-small|BlackLine", "prompt": "c199-l4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "commonly associated with **quote-based enterprise pricing** ... which can make total cost less predictable at massive user counts"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|challenger-small|OneStream", "prompt": "c199-l4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you also need consolidation tightly integrated with close:** **OneStream** or **Oracle FCCS**"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|challenger-small|Oracle FCCS", "prompt": "c199-l4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle FCCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you also need consolidation tightly integrated with close:** **OneStream** or **Oracle FCCS**"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|deepseek-small|BlackLine", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "BlackLine (if you need the enterprise standard) ... But: it uses named-user licensing, so cost does scale with users"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|deepseek-small|FloQast", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Per-seat, scales with user count | Cost grows unpredictably at scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|deepseek-small|Trintech", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Custom, entity/module-based | Similar per-seat scaling concern"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|deepseek-small|Workiva", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BlackLine, FloQast, Trintech, Workiva, and OneStream—are priced on a named-user or module basis"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|deepseek-small|OneStream", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "are priced on a named-user or module basis"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|deepseek-small|Numeric", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$30/user/month (published per-seat) | Very costly at thousands of seats"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|deepseek-small|Ledge", "prompt": "c199-l4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Ledge (best direct match for your constraint) ... One platform fee, unlimited users, no per-seat | Directly solves your problem"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|google-small|FloQast", "prompt": "c199-l4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is widely considered the best financial close management software"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|google-small|BlackLine", "prompt": "c199-l4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "per-seat licensing becomes prohibitively expensive and administratively unpredictable"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|google-small|Trintech", "prompt": "c199-l4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Both platforms historically rely on a modular, user-based licensing model... can easily scale into millions of dollars annually"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|meta-small|BlackLine", "prompt": "c199-l4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best financial close management software for a large company that needs predictable total cost across thousands of users is BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|minimax-small|BlackLine", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BlackLine** — Named user licensing, scales with users + modules. Enterprise deployments: $150K–$1.5M+/year"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|minimax-small|Trintech Cadency", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Quote-based, priced by modules, users, and transaction volume. Typical enterprise: $250K–$500K+/year"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|minimax-small|Workiva", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Workiva** — Some organizations negotiate enterprise licenses covering broader teams, though still user-tiered"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|minimax-small|Numeric", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Even \"mid-market\" tools like Numeric or FloQast price per user."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|minimax-small|FloQast", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Even \"mid-market\" tools like Numeric or FloQast price per user."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|minimax-small|SAP S/4HANA", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "SAP S/4HANA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**ERP-native close modules** (SAP S/4HANA, Oracle NetSuite) — Often included in enterprise license agreements, can be more predictable at scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|minimax-small|Oracle NetSuite", "prompt": "c199-l4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle NetSuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**ERP-native close modules** (SAP S/4HANA, Oracle NetSuite) — Often included in enterprise license agreements, can be more predictable at scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|mistral-small|FloQast", "prompt": "c199-l4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** stands out as the best financial close management software"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|mistral-small|BlackLine", "prompt": "c199-l4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "its pricing is typically higher and scales significantly with the number of users and entities, which can make total cost less predictable"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|moonshot-small|FloQast", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: FloQast ... FloQast is the clear answer for predictable cost across thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|moonshot-small|BlackLine", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If You Need Proven Enterprise Depth: BlackLine ... they typically use quote-based, per-user/module pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|moonshot-small|OneStream", "prompt": "c199-l4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If You Need Close + Consolidation in One Platform: OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|openai-small|BlackLine", "prompt": "c199-l4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|openai-small|Oracle Fusion Cloud ERP / Hyperion", "prompt": "c199-l4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle Fusion Cloud ERP / Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often use **per-user or per-instance licensing** and can become expensive or harder to predict at very large user counts"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|openai-small|SAP", "prompt": "c199-l4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can become expensive or harder to predict at very large user counts"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|xai-small|BlackLine", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine stands out as the top recommendation"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|xai-small|OneStream", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Less predictable if scope expands; higher TCO for full platform."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|xai-small|Oracle EPM (FCCS/ARCS)", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Oracle EPM (FCCS/ARCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Predictable if already on Oracle; otherwise integration costs vary."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|xai-small|Trintech", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Similar to BlackLine but less dominant in reviews."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|xai-small|Prophix One / CCH Tagetik", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Prophix One / CCH Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More mid-market; scales but not BlackLine-level for 1,000s users."}, {"id": "mai-20260918-0023-calibration_b|c199-l4|xai-small|Numeric", "prompt": "c199-l4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like Numeric ($30/user/mo) work for mid-size but could cost millions for thousands"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|zai-small|Numeric", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial close management software is **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|zai-small|BlackLine", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "they rely on complex, quote-based pricing models that make total cost of ownership difficult to predict"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|zai-small|OneStream", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low (Quote-based)"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|zai-small|Planful", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Close + Planning\" Alternative: Planful"}, {"id": "mai-20260918-0023-calibration_b|c199-l4|zai-small|Trintech (Adra Suite)", "prompt": "c199-l4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech (Adra Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The \"High Volume\" Alternative: Trintech (Adra Suite)"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|challenger-small|BlackLine", "prompt": "c199-l5", "model": "challenger-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **vendor scorecard** for BlackLine, FloQast, Trintech, Workiva, Prophix, Numeric, and Ledge"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|challenger-small|FloQast", "prompt": "c199-l5", "model": "challenger-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "vendor scorecard** for BlackLine, FloQast, Trintech, Workiva, Prophix, Numeric, and Ledge"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|challenger-small|Trintech", "prompt": "c199-l5", "model": "challenger-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor scorecard** for BlackLine, FloQast, Trintech, Workiva, Prophix, Numeric, and Ledge"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|challenger-small|Workiva", "prompt": "c199-l5", "model": "challenger-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "vendor scorecard** for BlackLine, FloQast, Trintech, Workiva, Prophix, Numeric, and Ledge"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|challenger-small|Prophix", "prompt": "c199-l5", "model": "challenger-small", "cat": "financial-close-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "vendor scorecard** for BlackLine, FloQast, Trintech, Workiva, Prophix, Numeric, and Ledge"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|challenger-small|Numeric", "prompt": "c199-l5", "model": "challenger-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "vendor scorecard** for BlackLine, FloQast, Trintech, Workiva, Prophix, Numeric, and Ledge"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|challenger-small|Ledge", "prompt": "c199-l5", "model": "challenger-small", "cat": "financial-close-management", "variant": "scale", "raw": "Ledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "vendor scorecard** for BlackLine, FloQast, Trintech, Workiva, Prophix, Numeric, and Ledge"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|BlackLine", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The enterprise standard; deep reconciliation, intercompany, and JE controls; **Strong candidate for 5,000-person org.**"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|Trintech", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Long-standing, SOX-grade controls; good for larger finance teams."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|Workiva", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong if you need connected reporting/audit trail across finance and GRC."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|Redwood", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Redwood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Redwood for scheduled close execution."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|FloQast", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "widely adopted but often leans mid-market"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|Numeric", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Newer challenger; evaluate data-governance maturity carefully for a 5,000-person org."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|Vena", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Vena suits spreadsheet-first consolidation"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|deepseek-small|Insightsoftware", "prompt": "c199-l5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Insightsoftware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Redwood / Vena / Insightsoftware | Scheduling/reporting, spreadsheet-first"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|google-small|BlackLine", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine:** The market leader for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|google-small|FloQast", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Traditionally mid-market, but increasingly scaling into the enterprise space."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|google-small|Trintech (Cadency)", "prompt": "c199-l5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically built for large, complex enterprise environments."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|meta-small|CloseCore", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "CloseCore", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**CloseCore**: An AI-powered platform that standardizes, automates, and accelerates the month-end close process."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|meta-small|Aleph", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Aleph**: A SOC 2 compliant FP&A software that offers SSO integration and robust security features."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|meta-small|FloQast", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**FloQast**: A close management software that streamlines the close process, automates documentation"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|meta-small|BlackLine", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BlackLine**: An enterprise-standard financial close automation platform with unmatched depth"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|meta-small|Numeric", "prompt": "c199-l5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Numeric**: A modern, AI-native challenger purpose-built for high-growth companies."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|mistral-small|BlackLine", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist vendors: BlackLine, Adra, Trintech, Vena, Workiva, HighRadius, BlackSun, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|mistral-small|Adra", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist vendors: BlackLine, Adra, Trintech, Vena, Workiva, HighRadius, BlackSun, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|mistral-small|Trintech", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist vendors: BlackLine, Adra, Trintech, Vena, Workiva, HighRadius, BlackSun, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|mistral-small|Vena", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist vendors: BlackLine, Adra, Trintech, Vena, Workiva, HighRadius, BlackSun, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|mistral-small|Workiva", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist vendors: BlackLine, Adra, Trintech, Vena, Workiva, HighRadius, BlackSun, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|mistral-small|HighRadius", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist vendors: BlackLine, Adra, Trintech, Vena, Workiva, HighRadius, BlackSun, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|mistral-small|BlackSun", "prompt": "c199-l5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackSun", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Shortlist vendors: BlackLine, Adra, Trintech, Vena, Workiva, HighRadius, BlackSun, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-l5|moonshot-small|BlackLine", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine and Trintech are typically the strongest fits for enterprise-grade requirements"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|moonshot-small|Trintech Cadency", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlackLine and Trintech are typically the strongest fits for enterprise-grade requirements"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|moonshot-small|SAP", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading vendors: BlackLine, Trintech, SAP, and Workiva all maintain SOC 2 Type II"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|moonshot-small|Workiva", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workiva | SEC reporting focus | $15K+/year | Excellent for regulatory filings, ESG reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|moonshot-small|FloQast", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "though FloQast has been gaining traction with faster implementations"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|moonshot-small|OneStream", "prompt": "c199-l5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "OneStream | Unified CPM platform | $200K-$1M+ | Combines close with planning, budgeting"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|openai-small|SAP", "prompt": "c199-l5", "model": "openai-small", "cat": "financial-close-management", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "SAP, Oracle, and BlackLine all position their close products around workflow, auditability, and automation"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|openai-small|Oracle", "prompt": "c199-l5", "model": "openai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Oracle emphasizes audit compliance, segregation of duties, user activity logging, and supported close processes"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|openai-small|BlackLine", "prompt": "c199-l5", "model": "openai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BlackLine highlights auditable close orchestration and centralized data handling"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|xai-small|BlackLine", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "shortlist 3-5 (e.g., BlackLine for scale, Workiva for compliance)"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|xai-small|Workiva", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "shortlist 3-5 (e.g., BlackLine for scale, Workiva for compliance)"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|xai-small|Prophix", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top vendors like BlackLine, Workiva, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260918-0023-calibration_b|c199-l5|xai-small|Numeric", "prompt": "c199-l5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top vendors like BlackLine, Workiva, Prophix, and Numeric often meet these needs"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|alibaba-small|BlackLine", "prompt": "c199-l6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "use one specialized tool for Reconciliations (e.g., BlackLine) and a separate, different tool for Consolidations and Reporting (e.g., HFM or OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|alibaba-small|HFM", "prompt": "c199-l6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "HFM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a separate, different tool for Consolidations and Reporting (e.g., HFM or OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|alibaba-small|OneStream", "prompt": "c199-l6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a separate, different tool for Consolidations and Reporting (e.g., HFM or OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|alibaba-small|SAP BPC", "prompt": "c199-l6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP BPC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Over-Engineered \"Heavy\" Suites ... (like SAP BPC or Oracle EPM), deploying the most complex global solution to *every* subsidiary can be a mistake."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|alibaba-small|Oracle EPM", "prompt": "c199-l6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle EPM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "(like SAP BPC or Oracle EPM), deploying the most complex global solution to *every* subsidiary can be a mistake."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|anthropic-small|Close CRM", "prompt": "c199-l6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Close targets teams of 1-25 salespeople, but its limited customization, lack of marketing tools, and absence of enterprise features... larger organizations often migrate to Salesforce or HubSpot."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|anthropic-small|HubSpot", "prompt": "c199-l6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "it's unable to support complex use cases of larger enterprises and doesn't offer indirect selling features"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|anthropic-small|Pipedrive", "prompt": "c199-l6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Customization options can be limited, especially for larger enterprises."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|anthropic-small|BlackLine", "prompt": "c199-l6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "dedicated financial close tools like BlackLine are generally recommended... a go-to solution for larger enterprises"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|deepseek-small|FloQast", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid it as your *core* enterprise close platform if you have many entities, multiple ERPs, or heavy SOX/intercompany."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|deepseek-small|BlackLine", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Don't avoid these—they're the right choice for genuinely complex enterprises—but be cautious about **contract terms**"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|deepseek-small|Workiva", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Use, but cautious on cost | Right capability; high TCO, long implementation, needs dedicated admins"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|deepseek-small|Trintech", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Use, but cautious on cost | Right capability; high TCO, long implementation, needs dedicated admins"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|deepseek-small|OneStream", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "OneStream $200K–$1M+ ... Use, but cautious on cost"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|deepseek-small|Numeric", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Numeric** | **Cautious** | Great for high-growth mid-market; multi-entity/intercompany consolidation underdeveloped"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|deepseek-small|Close.com", "prompt": "c199-l6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Close.com as your enterprise-wide CRM."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|FloQast", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**caution is required if you have high transaction volumes**. FloQast's architecture is not traditionally designed to handle millions of daily point-of-sale (POS) or bank transactions"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Adra (by Trintech)", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprises should avoid Adra. While cheaper, Adra lacks the comprehensive Record-to-Report (R2R) compliance"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|NetClose", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "NetClose", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Native-only tools lock you in and fail to normalize data across disparate ERP databases."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Datarails", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Tools to be cautious of:** *FloQast, Adra (by Trintech), NetClose, Datarails*."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|BlackLine", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "pair an EPM system (for consolidation/reporting) with a dedicated close automation tool (like BlackLine or Cadency) for daily reconciliation and task management"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Trintech Cadency", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "enterprise tools like BlackLine or Trintech Cadency do natively with deep rule engines"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Oracle FCCS/Hyperion", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle FCCS/Hyperion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Setting up a tool like Oracle FCCS or OneStream requires heavy IT lifts, dedicated administrators, and months (or years) of implementation."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|OneStream", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Tools to be cautious of:** *Oracle FCCS/Hyperion, OneStream, SAP Group Reporting*."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|SAP Group Reporting", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP Group Reporting", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Tools to be cautious of:** *Oracle FCCS/Hyperion, OneStream, SAP Group Reporting*."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Numeric", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "AI-driven close platforms (e.g., Numeric, Nominal, Maxima) ... large enterprises must exercise high caution"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Nominal", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Nominal", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "AI-driven close platforms (e.g., Numeric, Nominal, Maxima) ... large enterprises must exercise high caution"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Maxima", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Maxima", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "AI-driven close platforms (e.g., Numeric, Nominal, Maxima) ... large enterprises must exercise high caution"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Monday.com", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Tools to avoid:** *Monday.com, Asana, Trello, Smartsheet.*"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Asana", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "**Tools to avoid:** *Monday.com, Asana, Trello, Smartsheet.*"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Trello", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "**Tools to avoid:** *Monday.com, Asana, Trello, Smartsheet.*"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|google-small|Smartsheet", "prompt": "c199-l6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Smartsheet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 16, "ev": "**Tools to avoid:** *Monday.com, Asana, Trello, Smartsheet.*"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|meta-small|BlackLine", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "BlackLine is a popular choice for large enterprises, but it has some drawbacks, such as a complex implementation process and high setup costs"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|meta-small|Numeric", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other tools like Numeric, OneStream, and Trintech are also mentioned as alternatives."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|meta-small|OneStream", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other tools like Numeric, OneStream, and Trintech are also mentioned as alternatives."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|meta-small|Trintech", "prompt": "c199-l6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other tools like Numeric, OneStream, and Trintech are also mentioned as alternatives."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|minimax-small|BlackLine", "prompt": "c199-l6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**BlackLine** and similar heavy-duty enterprise tools: While industry-standard, they often require: 4.5–12 months implementation time"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|minimax-small|Numeric", "prompt": "c199-l6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Newer platforms like Numeric offer faster implementation and AI-driven automation"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|mistral-small|Close (by Close.io)", "prompt": "c199-l6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close (by Close.io)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid or be cautious about tools like Close.io and BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|mistral-small|BlackLine Financial Close Management", "prompt": "c199-l6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine Financial Close Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Steep Learning Curve and Complex Setup: Requires significant time and training... complexity may overwhelm teams without dedicated administrators"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|moonshot-small|BlackLine", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**BlackLine** — Proceed with Care ... **High cost**: Average annual contracts run $77,000–$340,000"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|moonshot-small|Trintech Cadency", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Trintech Cadency** — Understand the Limitations ... **No AI-native investigation**: Variance research remains manual"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|moonshot-small|Asana", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic Project Management Tools** (Asana, Monday.com, etc.) ... essentially glorified checklists"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|moonshot-small|Monday.com", "prompt": "c199-l6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic Project Management Tools** (Asana, Monday.com, etc.) ... essentially glorified checklists"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|BlackLine", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Tools to Avoid or Be Highly Cautious About**\n1. **BlackLine (and similar \"enterprise-heavy\" suites like Workiva or Trintech Adra)**"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Workiva", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "similar \"enterprise-heavy\" suites like Workiva or Trintech Adra ... feature-rich but often overkill"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Trintech (Adra)", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech (Adra)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "or Trintech if multi-entity is core (but pilot heavily)"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Oracle FCCS", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle FCCS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**ERP-Native Tools (e.g., Oracle FCCS, SAP Close Management, OneStream for pure close)** - **Primary Cautions**: Tight vendor lock-in"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|SAP Close Management", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP Close Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "ERP-Native Tools (e.g., Oracle FCCS, SAP Close Management ... Tight vendor lock-in exacerbates integration failures"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|OneStream", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High Admin Overhead | Needs full-time admins; scales poorly without them. | BlackLine, OneStream (close modules)"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Prophix", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Spreadsheet-Heavy or Legacy Tools (e.g., Prophix, Planful in close-only mode ... falter at enterprise scale due to governance gaps"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Planful", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Prophix, Planful in close-only mode, or homegrown Excel trackers ... falter at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Vena", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "No Transaction-Level Detail | Misses flux analysis/anomalies; checklist-only. | Older tools like Vena (spreadsheet-first)"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|FloQast", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Poor Multi-Entity Support | Intercompany matching fails at scale. | SMB-focused like FloQast (if stretched)"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Numeric", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "**Safer Bets**: ... like Numeric or Bluecopa for balanced scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|xai-small|Bluecopa", "prompt": "c199-l6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Bluecopa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "like Numeric or Bluecopa for balanced scale"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Cube", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Primarily an FP‑A platform; close & consolidation features are added on, not purpose‑built."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Datarails", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Datarails", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "FP‑A/BI platform; close capabilities are limited and secondary."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Vena", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong FP‑A suite, but close is not its primary focus; workflows are not audit‑ready by design."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Planful", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "many enterprises find the governance‑setup effort high and the “close engine” less mature"}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Workiva", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "close workflows are an add‑on and can feel heavy for a pure close use case."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Anaplan", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "close functionality is peripheral and may not support deep reconciliation automation."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Float", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Float", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cash‑visibility or FP‑A tools; not designed for full‑cycle close orchestration."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Jirav", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cash‑visibility or FP‑A tools; not designed for full‑cycle close orchestration."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Asana", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "No built‑in reconciliation engine, no ERP integration, no segregation‑of‑duties enforcement."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Trello", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "purely visual task lists, no workflow automation or audit trails."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Monday.com", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "close workflows are generic and not audit‑ready."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Jira", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Designed for engineering, not for financial close; lacks accounting‑specific controls."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Smartsheet", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Smartsheet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Spreadsheet‑like, but close automation is limited and governance setup is time‑consuming."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Power BI / Tableau", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Power BI / Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Great for dashboards, but cannot enforce approval paths, generate journal entries, or enforce segregation of duties."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Looker / Qlik", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Looker / Qlik", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 15, "ev": "No workflow orchestration; teams still rely on spreadsheets and manual approvals."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|BlackLine", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "many enterprises still use BlackLine, FloQast, or Trintech on top."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|FloQast", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "many enterprises still use BlackLine, FloQast, or Trintech on top."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Trintech", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "many enterprises still use BlackLine, FloQast, or Trintech on top."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|SAP Cloud ERP (older versions)", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP Cloud ERP (older versions)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "Close functionality is basic; many enterprises still use BlackLine, FloQast, or Trintech on top."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Oracle Cloud ERP (without close add‑on)", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle Cloud ERP (without close add‑on)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "Limited built‑in reconciliation and workflow; may require heavy custom development."}, {"id": "mai-20260918-0023-calibration_b|c199-l6|zai-small|Microsoft Dynamics 365", "prompt": "c199-l6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 21, "ev": "Good core finance, but close orchestration often requires external tools."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|alibaba-small|BlackLine", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the gold standard."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|alibaba-small|OneStream", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OneStream is the strongest competitor to BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|alibaba-small|Vena Solutions", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vena provides a secure, cloud-based layer over Excel"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|alibaba-small|Narrative Control", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Narrative Control", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a powerful, affordable add-on built specifically for NetSuite users to handle close management and consolidation"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|alibaba-small|Power BI", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look at **Power BI** and DAX modeling for custom close reports"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|alibaba-small|Adaptive Insights", "prompt": "c199-m1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adaptive Insights", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "partner solutions like **Adaptive Insights** (now Workday Adaptive Planning) which sits on top of Dynamics"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|anthropic-small|FloQast", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast is the mid-market favorite—built by accountants, known for fast implementation and a workflow that's easy to adopt across the close team."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|anthropic-small|DOKKA Close", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DOKKA Close is built specifically for the segment most enterprise tools ignore: 2–10 person finance teams at mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|anthropic-small|Adra by Trintech", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "offers a suite of cloud-based tools specifically designed to automate and streamline the financial close for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|anthropic-small|Numeric", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Numeric is one of the newer AI-native close platforms... tool of choice for venture-backed and pre-IPO companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|anthropic-small|BlackLine", "prompt": "c199-m1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "that have outgrown FloQast but don't want BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|challenger-small|FloQast", "prompt": "c199-m1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **FloQast** if your priority is fast adoption"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|challenger-small|Prophix One", "prompt": "c199-m1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Prophix One** is the strongest alternative in the mid-market according to recent rankings"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|challenger-small|Numeric", "prompt": "c199-m1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Emphasized for real-time ERP integration and automated reconciliations"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|challenger-small|Planful", "prompt": "c199-m1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better suited to upper mid-market companies with multi-entity consolidation and planning needs"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|FloQast", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast is the safest default (highest adoption, easiest deployment, built specifically for your size)"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|Prophix One", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for \"controlled, audit-ready\" close"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|Planful", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for upper mid-market / multi-entity complexity"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|BlackLine", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Often overkill for smaller mid-market, but excellent if you're on a growth trajectory with heavy compliance demands"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|Trintech", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comprehensive close-to-disclose platform with deep controls and multi-entity/multi-currency support"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|Numeric", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "a good emerging alternative for close management at mid-market scale"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|OneStream", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "better suited to larger enterprise or SEC-reporting environments"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|CCH Tagetik", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "better suited to larger enterprise or SEC-reporting environments"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|deepseek-small|Workiva", "prompt": "c199-m1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "better suited to larger enterprise or SEC-reporting environments"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|google-small|FloQast", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast: The \"Mid-Market Default\" ... FloQast is the industry standard"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|google-small|Numeric", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Numeric has emerged as a powerhouse alternative to FloQast"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|google-small|BlackLine", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Heavy, slow, and expensive... (Usually overkill for most mid-market companies)"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|google-small|Planful", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Planful offers a powerful financial close and consolidation module alongside its budgeting platform"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|google-small|Vena Solutions", "prompt": "c199-m1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Vena Solutions operates directly within an Excel interface, adding enterprise-grade database controls and close management workflow"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|meta-small|FloQast", "prompt": "c199-m1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best financial close management software for a mid-market B2B company is FloQast, as it is the market leader for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|meta-small|Adra by Trintech", "prompt": "c199-m1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Adra by Trintech, which is best for mid-market teams with high-volume transaction matching needs"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|meta-small|Prophix", "prompt": "c199-m1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prophix, which is an EPM platform built for mid-market companies that want structured close and consolidation capabilities"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|minimax-small|FloQast", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B firms, **FloQast** consistently ranks as the \"sweet spot\" of capability, ease of use, and speed of deployment."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|minimax-small|BlackLine", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **BlackLine**, **Adra**, or **NetSuite Financial Close** become strong alternatives"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|minimax-small|Adra (by Trintech)", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often more affordable than BlackLine while still delivering robust features"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|minimax-small|NetSuite Financial Close (Oracle NetSuite)", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "NetSuite Financial Close (Oracle NetSuite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Already run NetSuite and want a single vendor for close + planning"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|minimax-small|Prophix (now part of Planful)", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix (now part of Planful)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market focused EPM \\u2013 provides close, consolidation, budgeting, and forecasting"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|minimax-small|Workiva", "prompt": "c199-m1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Must produce regulatory or board-level reports with strict audit trails | **Workiva**"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|mistral-small|Prophix One", "prompt": "c199-m1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Prophix One** and **FloQast** are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|mistral-small|FloQast", "prompt": "c199-m1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Prophix One** and **FloQast** are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|mistral-small|Adra by Trintech", "prompt": "c199-m1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company has high-volume transaction matching needs, **Adra by Trintech** is a specialized choice."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|mistral-small|Workiva", "prompt": "c199-m1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workiva** is also worth considering if you need a solution used by both mid-market and enterprise teams."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|moonshot-small|FloQast", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: FloQast ... offers the best balance of functionality, price, and speed-to-value"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|moonshot-small|Numeric", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best AI-Native Alternative: Numeric ... an excellent emerging alternative"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|moonshot-small|Adra by Trintech", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Volume Matching: Adra by Trintech"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|moonshot-small|BlackLine", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid: BlackLine ... overbuilt and overpriced for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|moonshot-small|Lucanet", "prompt": "c199-m1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Lucanet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-entity consolidation (EU focus) | **Lucanet**"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|openai-small|FloQast", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest \"best overall\" choice is usually **FloQast**"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|openai-small|BlackLine", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if close complexity is high or growing fast:** **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|openai-small|Trintech/Adra", "prompt": "c199-m1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech/Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of FloQast vs. BlackLine vs. Trintech/Adra"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|xai-small|FloQast", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast stands out as the top recommendation based on recent reviews and comparisons"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|xai-small|Adra by Trintech", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-volume transaction matching & reconciliations ... Mid-market focused"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|xai-small|Numeric", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-native automation & modern UX ... Emerging challenger"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|xai-small|Prophix One", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Controlled, audit-ready close in a full CPM suite"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|xai-small|BlackLine", "prompt": "c199-m1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More robust but heavier/slower (5-month impl., 22-month ROI)"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|zai-small|FloQast", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial close management software for a mid-market B2B company is **FloQast**"}, {"id": "mai-20260918-0023-calibration_b|c199-m1|zai-small|HighRadius", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your priority is replacing manual work with autonomous agents rather than just organizing workflows, HighRadius is the superior choice."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|zai-small|Workiva", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is generally considered overkill for a private, mid-market B2B company that does not file with the SEC."}, {"id": "mai-20260918-0023-calibration_b|c199-m1|zai-small|DOKKA Close", "prompt": "c199-m1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA Close", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "DOKKA Close is a highly specialized solution that bridges the gap between spreadsheets and enterprise software."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|alibaba-small|FloQast", "prompt": "c199-m2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with **FloQast** is usually the safest bet"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|alibaba-small|BlackLine", "prompt": "c199-m2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the top two recommendations are **FloQast** and **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|anthropic-small|BlackLine", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BlackLine** - Strong for reconciliations and close management"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|anthropic-small|OneStream", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**OneStream** - Good for consolidation and reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|anthropic-small|Workiva", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Workiva** - Comprehensive for compliance and reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|anthropic-small|Trintech Cadency", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Trintech Cadency** - Strong reconciliation and close automation"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|anthropic-small|Certent", "prompt": "c199-m2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Certent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Certent** - Good for accounts payable matching and reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|challenger-small|FloQast", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **FloQast**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|challenger-small|Datarails", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datarails** if your finance team is deeply tied to **Excel/Microsoft 365**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|challenger-small|Numeric", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** if your team is **remote-first**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|challenger-small|Vena", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vena** if you need **SOX controls**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|challenger-small|Prophix", "prompt": "c199-m2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prophix** if you are a **multi-entity** business"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|deepseek-small|FloQast", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, **FloQast** is consistently the strongest fit."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|deepseek-small|BlackLine", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "heavier, costlier, and slower to deploy — usually overkill for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|deepseek-small|Datarails", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great if your team lives in Excel; combines close workflows with FP&A"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|deepseek-small|Workiva", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose this if SEC reporting or extensive regulatory compliance is a major factor"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|deepseek-small|Trintech Cadency", "prompt": "c199-m2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong but enterprise-scaled"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|google-small|BlackLine", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "allowing you to avoid heavy, complex enterprise tools like BlackLine or OneStream (which often take 6–12 months to implement and require dedicated administrators)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|google-small|OneStream", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "allowing you to avoid heavy, complex enterprise tools like BlackLine or OneStream (which often take 6–12 months to implement and require dedicated administrators)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|google-small|FloQast", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**FloQast** is the safest, most widely adopted choice."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|google-small|Numeric", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you want to leverage AI, **Numeric** is a strong choice"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|google-small|Adra by Trintech", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Adra by Trintech** is worth evaluating"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|google-small|Cadency", "prompt": "c199-m2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Adra is the mid-market sister product to Trintech’s heavy enterprise system (Cadency)."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|meta-small|FloQast", "prompt": "c199-m2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A practical choice for mid-size companies that need a solid foundation for close management without the complexity of an enterprise-level system."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|meta-small|BlackLine", "prompt": "c199-m2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "more suitable for enterprise teams with complex, high-volume reconciliation needs and has a higher pricing starting at $50,000+ annually"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|meta-small|Datarails", "prompt": "c199-m2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excel-native FP&A and close workflow automation platform suitable for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|minimax-small|FloQast", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** (Best Overall for Most Mid-Sized Companies)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|minimax-small|Numeric", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd likely recommend starting with **FloQast** or **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|minimax-small|DataRails", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DataRails** (Best for Excel-Loving Teams)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|minimax-small|BlackLine", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BlackLine** (Best for Scaling Complexity) - Enterprise-grade but suitable for larger mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|minimax-small|Finlens", "prompt": "c199-m2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Finlens** (Best for AI-Native Approach)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|mistral-small|FloQast", "prompt": "c199-m2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is often recommended as a top choice for month-end close software"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|mistral-small|Datarails", "prompt": "c199-m2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Datarails**, which is Excel-native"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|mistral-small|BlackLine", "prompt": "c199-m2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but may be overkill for mid-sized firms"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|moonshot-small|FloQast", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **FloQast** if you want a proven, accountant-friendly solution with minimal implementation risk"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|moonshot-small|Numeric", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **FloQast** or **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|moonshot-small|DataRails", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **DataRails** (Best for Excel-Dependent Teams)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|moonshot-small|Adra by Trintech", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Adra by Trintech** (Best for High-Volume Matching)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|moonshot-small|Cadency", "prompt": "c199-m2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More affordable than Trintech's enterprise Cadency product"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|openai-small|FloQast", "prompt": "c199-m2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **FloQast** first if your team already lives in **Excel**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|openai-small|BlackLine", "prompt": "c199-m2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "My **second choice** would be **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|openai-small|Trintech Adra", "prompt": "c199-m2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trintech Adra** is also worth a look because it's purpose-built for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|xai-small|FloQast", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend FloQast as the top month-end close software."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|xai-small|Numeric", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern, affordable (~$30/user/mo starter); great for growth-stage B2B on NetSuite/Xero."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|xai-small|BlackLine", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-leaning; overkill for most mid-sized but scalable if SOX-heavy. Longer setup."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|xai-small|Adra by Trintech", "prompt": "c199-m2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market focus (47% usage); good if risk management is key."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|zai-small|FloQast", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the sweet spot today is **FloQast**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|zai-small|Numeric", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High‑growth teams wanting **AI‑native, transaction‑level visibility**"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|zai-small|BlackLine", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Complex multi‑entity environments, deep reconciliation... BlackLine (higher TCO, more admin overhead)"}, {"id": "mai-20260918-0023-calibration_b|c199-m2|zai-small|HighRadius", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you also need **AR/AP automation** tied into the close."}, {"id": "mai-20260918-0023-calibration_b|c199-m2|zai-small|Workiva", "prompt": "c199-m2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Public‑company or heavily regulated environments requiring SEC reporting and SOX compliance."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|alibaba-small|Clari", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Clari", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Clari is arguably the market leader in helping sales managers accurately predict revenue."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|alibaba-small|Gong", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Gong", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Gong has evolved into a full Revenue Intelligence platform."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|alibaba-small|DealCruise", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "DealCruise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best For:** External Signal Detection."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|alibaba-small|InsightSquared (Levata)", "prompt": "c199-m3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "InsightSquared (Levata)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A veteran in the space, InsightSquared focuses heavily on benchmarking and rigorous sales reporting."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|Workiva", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading tools include Workiva, FloQast, BlackLine Financial Close Management, SAP Cloud ERP, Adra by Trintech, OneStream - Unified EPM, LiveFlow, and CCH Tagetik Software"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|FloQast", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "FloQast sits on top of existing spreadsheets and ERPs as a close management and reconciliation layer, with a checklist-driven approach familiar to accounting teams"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|BlackLine Financial Close Management", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine Financial Close Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "implementation typically requires substantial IT support and pricing targets enterprise budgets, so for small teams at $10M to $200M in revenue, the complexity and cost rarely match the need"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|SAP Cloud ERP", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading tools include Workiva, FloQast, BlackLine Financial Close Management, SAP Cloud ERP"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|Adra by Trintech", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Adra by Trintech, OneStream - Unified EPM, LiveFlow, and CCH Tagetik Software"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|OneStream - Unified EPM", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream - Unified EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "OneStream - Unified EPM, LiveFlow, and CCH Tagetik Software"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|LiveFlow", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "LiveFlow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "LiveFlow, and CCH Tagetik Software"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|CCH Tagetik Software", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik Software", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CCH Tagetik is best for unified financial consolidation and performance management workflows"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|Numeric", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BlackLine, Trintech, FloQast, and Numeric are close-management specialists"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|anthropic-small|Bluecopa", "prompt": "c199-m3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Bluecopa unifies Order-to-Cash, Procure-to-Pay, and Record-to-Report on one AI-native data layer"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|Salesforce", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Salesforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for customization: Salesforce is usually the choice when you need complex workflows, many integrations, and enterprise-level tailoring."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|HubSpot", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for simplicity and adoption: HubSpot and Pipedrive are often easier to implement and use day to day."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|Pipedrive", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for simplicity and adoption: HubSpot and Pipedrive are often easier to implement and use day to day."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|Zoho CRM", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for value: Zoho CRM is frequently positioned as the budget-friendly all-rounder."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|Microsoft Dynamics 365", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best fit when you need native Microsoft integration."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|Freshsales", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Close and Freshsales stand out because they combine CRM with calling and outreach features."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|Close CRM", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Close CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Designed for lead generation, communication, deal tracking, and built-in calling/email/SMS without a heavy tech stack."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|challenger-small|Creatio", "prompt": "c199-m3", "model": "challenger-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Creatio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best for process-driven automation: Creatio is highlighted for no-code automation and structured workflows."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|google-small|BlackLine", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **BlackLine** if you are a massive organization running SAP or Oracle, are subject to heavy SOX scrutiny"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|google-small|FloQast", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **FloQast** if your team is comfortable with Excel"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|google-small|Trintech (Adra & Cadency)", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Adra & Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trintech focuses heavily on risk management and financial controls"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|google-small|Numeric", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Numeric** if you want a modern, fast, collaborative UI"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|google-small|Workiva", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Workiva** if your biggest bottleneck isn't the close itself"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|google-small|OneStream", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **OneStream** if your leadership has mandated a total overhaul of both FP&A and Accounting"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|google-small|CCH Tagetik", "prompt": "c199-m3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "OneStream / CCH Tagetik: Unified EPM/CPM Platforms"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|Planful", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast, Numeric, Bluecopa, OneStream, HighRadius, and CCH Tagetik."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|BlackLine", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast..."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|Trintech", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast..."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|FloQast", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Planful, BlackLine, Trintech, FloQast, Numeric..."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|Numeric", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FloQast, Numeric, Bluecopa, OneStream..."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|Bluecopa", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Numeric, Bluecopa, OneStream, HighRadius, and CCH Tagetik."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|OneStream", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bluecopa, OneStream, HighRadius, and CCH Tagetik."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|HighRadius", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "OneStream, HighRadius, and CCH Tagetik."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|meta-small|CCH Tagetik", "prompt": "c199-m3", "model": "meta-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HighRadius, and CCH Tagetik."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|BlackLine", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Large enterprises with dedicated admin staff... Considerations: Longer implementation time, higher cost"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|FloQast", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need checklist-driven close coordination? → FloQast"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|Numeric", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want AI-powered transaction monitoring? → Numeric"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|Trintech (Adra)", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Adra)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. **Trintech (Adra)**"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|OneStream", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. **OneStream**"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|Workiva", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. **Workiva**"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|Cube", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. **Cube**"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|Maxima", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Maxima", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Need heavy automation of manual tasks? → Maxima"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|Planful", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. **Planful**"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|minimax-small|HighRadius", "prompt": "c199-m3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. **HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|BlackLine", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine – Best for large enterprises with heavy audit requirements. Offers the deepest close-management feature set"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|FloQast", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast – Ideal for accountant-led checklist execution with review states."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|OneStream", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for consolidation and close teams needing workflow-controlled reporting outputs"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|Trintech (Adra by Trintech)", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Adra by Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong in enterprise environments, especially for companies needing governed closure with evidence attachments"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|Numeric", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed for mid-sized to enterprise teams needing AI-assisted flux analysis and reconciliation modules"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|Redwood", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Redwood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A budget-friendly option for SAP-focused mid-size groups."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|Vena", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for finance teams that run spreadsheet-first consolidations"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|mistral-small|Workiva", "prompt": "c199-m3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Suited for enterprises needing strong financial reporting and close management"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|BlackLine", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** | Large enterprises, SOX compliance, multi-entity | Best-in-class reconciliation & governance"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|OneStream", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose OneStream if:** You need close management as part of a broader financial performance management platform."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|Trintech", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Trintech if:** You want predictive analytics to identify close bottlenecks before they happen."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|Workiva", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Workiva** | SEC reporting & governance-driven workflows | Audit-ready reporting environment"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|FloQast", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**FloQast** | Mid-market accounting teams | Fastest implementation (2-4 weeks), accountant-led"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|Vena", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Vena if:** Your team lives in Excel and wants to keep that flexibility while adding control."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|Numeric", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Numeric** | High-growth, VC-backed companies | AI-native, modern ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|Planful", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Planful** | Multi-entity close with checklist discipline | Strong RBAC and issue routing"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|Redwood", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Redwood", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Redwood** | SAP-focused mid-size groups | Budget-friendly with scheduled execution"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|moonshot-small|Insightsoftware", "prompt": "c199-m3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Insightsoftware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Insightsoftware** | Mid-market consolidation | Strong reporting visibility"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|BlackLine", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most mature feature set; excels in high-volume reconciliations and compliance-heavy environments; less ideal for quick setup."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|FloQast", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Mid-market teams seeking fast adoption"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|Trintech (Adra/Cadency)", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech (Adra/Cadency)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strongest in predictive analytics and complex governance; more expensive/setup-heavy"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|Numeric", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Overall best for modern teams (per Numeric's analysis)"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|OneStream", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Broader EPM scope (beyond just close); ... overkill for pure close tasks"}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|Workiva", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like Workiva, Vena, and CCH Tagetik also rank highly but less consistently across sources."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|Vena", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like Workiva, Vena, and CCH Tagetik also rank highly but less consistently across sources."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|xai-small|CCH Tagetik", "prompt": "c199-m3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like Workiva, Vena, and CCH Tagetik also rank highly but less consistently across sources."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|BlackLine", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Enterprise teams needing deep reconciliation and audit controls: BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|OneStream", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Organizations with complex consolidation and reporting needs: OneStream."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|FloQast", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market teams wanting fast adoption and a checklist approach: FloQast."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|Trintech", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-entity governance and bottleneck forecasting: Trintech."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|HighRadius", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams seeking AI-driven automation and touchless close: HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|Workiva", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Regulated industries needing strict audit trail and governance: Workiva."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|Numeric", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A well-rated, balanced solution for mid-market to enterprise: Numeric."}, {"id": "mai-20260918-0023-calibration_b|c199-m3|zai-small|BlueCopa", "prompt": "c199-m3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlueCopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Close management automation with ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|alibaba-small|PivotXL", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial close management software is typically **PivotXL**"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|alibaba-small|DOKKA", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **DOKKA** depending on your specific needs"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|alibaba-small|Datarails", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good if you are heavily invested in Excel macros but need better governance."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|alibaba-small|FloQast", "prompt": "c199-m4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While often considered the market leader, it is generally more expensive."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|anthropic-small|Planful", "prompt": "c199-m4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Planful** is specifically noted as the best option for lean, budget-conscious teams"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|anthropic-small|Datarails", "prompt": "c199-m4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for small to mid-size companies that need to move beyond manual data entry"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|anthropic-small|FloQast", "prompt": "c199-m4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It's described as budget-friendly for teams that don't need extensive features."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|challenger-small|Numeric", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall pick is usually **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|challenger-small|Planful", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Planful** if you want a broader finance platform"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|challenger-small|Redwood", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Redwood", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mentioned as a **budget-friendly** choice, especially for SAP-focused mid-size groups"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|challenger-small|BlackLine", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "avoid enterprise-heavy tools like **BlackLine** or **Trintech**"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|challenger-small|Trintech", "prompt": "c199-m4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "avoid enterprise-heavy tools like **BlackLine** or **Trintech**"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|FINLENS", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "FINLENS", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Finlens at $49/month** is the best value if you're on QuickBooks Online"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|PivotXL", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're not on QBO, **PivotXL's flat $100/month** is the most straightforward budget-friendly pick."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|Numeric's Essentials plan", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric's Essentials plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric Essentials \\u2014 $30/user/month** ... Best if** you want a modern tool that scales as you grow"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|FloQast", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid the big names ... **FloQast** \\u2014 custom pricing, typically $24k\\u2013$80k+/year"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|BlackLine", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**BlackLine** \\u2014 $150k\\u2013$500k/year plus 6\\u20139 month implementation"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|OneStream", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid the big names... **OneStream / Trintech / Workiva** \\u2014 $100k+"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|Trintech", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**OneStream / Trintech / Workiva** \\u2014 $100k+"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|Workiva", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**OneStream / Trintech / Workiva** \\u2014 $100k+"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|deepseek-small|Excel", "prompt": "c199-m4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Excel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For very small teams, Excel checklists plus your existing accounting software ... may be enough"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|BlackLine", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Traditional enterprise giants like BlackLine, FloQast, and Workiva are powerful, but their price tags typically start between $12,000 and $50,000+ annually"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|FloQast", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "price tags typically start between $12,000 and $50,000+ annually and often require costly implementation and dedicated administrators"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|Workiva", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional enterprise giants like BlackLine, FloQast, and Workiva are powerful, but their price tags typically start between $12,000 and $50,000+"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|Numeric", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you want to start today with virtually no budget: Sign up for Numeric's $30/user/month tier."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|SkyStem ART", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "SkyStem ART", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are preparing for an audit or need heavy internal controls: Request a demo of SkyStem ART."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|NetClose (by Netgain)", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "NetClose (by Netgain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Already Use NetSuite: NetClose (by Netgain)"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|Adra by Trintech", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Mid-Market Step Up: Adra by Trintech"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|google-small|Cadency", "prompt": "c199-m4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Trintech is known for its enterprise close platform (Cadency)"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|meta-small|OneStream", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include OneStream, SAP Cloud ERP, BlackLine, and Workiva."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|meta-small|SAP Cloud ERP", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "SAP Cloud ERP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top options include OneStream, SAP Cloud ERP, BlackLine, and Workiva."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|meta-small|BlackLine", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top options include OneStream, SAP Cloud ERP, BlackLine, and Workiva."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|meta-small|Workiva", "prompt": "c199-m4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top options include OneStream, SAP Cloud ERP, BlackLine, and Workiva."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|minimax-small|Finlens", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Finlens** if you're using QuickBooks Online - it has a free tier and very affordable pricing ($49/month)"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|minimax-small|DOKKA", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DOKKA** or **FloQast** offer good value with scalable pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|minimax-small|FloQast", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DOKKA** or **FloQast** offer good value with scalable pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|minimax-small|Numeric", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Positioned as**: More affordable option for smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|minimax-small|Microsoft 365", "prompt": "c199-m4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Microsoft 365", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Microsoft 365 (Free if already using) - Offers: Basic financial close capabilities integration"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|mistral-small|Numeric", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** and **DOKKA** stand out as the most budget-friendly options for small businesses in 2024"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|mistral-small|DOKKA", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Numeric** and **DOKKA** stand out as the most budget-friendly options for small businesses in 2024"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|mistral-small|FloQast", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need a more established name, **FloQast** is also a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|mistral-small|Cube", "prompt": "c199-m4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers close and consolidation alongside budgeting, with pricing that can be more accessible for smaller teams."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|FloQast", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** offers the best balance of features and cost, with proven ROI and faster deployment than enterprise alternatives"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|Numeric", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For tightest budgets**: Start with **DOKKA** or **Numeric** - both offer more accessible pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|DOKKA", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For tightest budgets**: Start with **DOKKA** or **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|ChatFin", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "ChatFin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Usage-Priced Alternative ... Deploys in 2-4 weeks, pay-for-what-you-use model"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|MODLR", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "MODLR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cloud-based solution catering to SMEs with unified platform for modeling and forecasting"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|BlackLine", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "BlackLine | $150,000-$500,000+ | 6-9 months"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|OneStream", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "OneStream | $200,000-$1,000,000+ | Extended"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|moonshot-small|Trintech", "prompt": "c199-m4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Trintech | Enterprise pricing | Extended"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|openai-small|FloQast", "prompt": "c199-m4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best choice is usually FloQast** for a true financial close management tool"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|openai-small|BlackLine", "prompt": "c199-m4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "powerful, but usually more appropriate for larger or more complex organizations, so often not the budget pick"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|openai-small|OneStream", "prompt": "c199-m4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "without as much complexity as tools like BlackLine or OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|openai-small|LiveFlow", "prompt": "c199-m4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**LiveFlow** — best if your team lives in spreadsheets and wants low-friction reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|BlackLine", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Full enterprise tools like BlackLine or FloQast often start at custom pricing ($1,000–$3,000+/mo), making them less ideal."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|FloQast", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Full enterprise tools like BlackLine or FloQast often start at custom pricing ($1,000–$3,000+/mo), making them less ideal."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|Finlens", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: Finlens (Best for QuickBooks Online users)"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|Numeric", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative: Numeric (Scalable entry-level pricing)"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|Jetpack Workflow", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Jetpack Workflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top-ranked for value/ease in month-end closes; great for small firms."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|DOKKA", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Quick deploy (weeks); tailored for small biz budgets."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|Fathom", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Affordable add-on for SMB reporting packs."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|xai-small|Cube", "prompt": "c199-m4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "free tiers of tools like Cube/Fathom for basics"}, {"id": "mai-20260918-0023-calibration_b|c199-m4|zai-small|MODLR", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "MODLR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "MODLR's first-user-free model and Joiin's under-$40 starter plan are your best bets."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|zai-small|Adra Balancer", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Adra Balancer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have high transaction volume but a small team, Adra Balancer's per-transaction pricing can be more cost-effective."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|zai-small|Redwood Finance Automation", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Redwood Finance Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're on SAP and need deep record-to-report automation, Redwood's quote-based pricing can be tailored to your needs."}, {"id": "mai-20260918-0023-calibration_b|c199-m4|zai-small|Joiin", "prompt": "c199-m4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "MODLR's first-user-free model and Joiin's under-$40 starter plan are your best bets."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|alibaba-small|BlackLine", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "When demoing vendors (such as **BlackLine, FloQast, HighRadius, or Adra**)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|alibaba-small|FloQast", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "When demoing vendors (such as **BlackLine, FloQast, HighRadius, or Adra**)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|alibaba-small|HighRadius", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When demoing vendors (such as **BlackLine, FloQast, HighRadius, or Adra**)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|alibaba-small|Adra", "prompt": "c199-m5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "When demoing vendors (such as **BlackLine, FloQast, HighRadius, or Adra**)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|deepseek-small|BlackLine", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools (BlackLine, Workiva, OneStream): powerful but often need a *dedicated admin team* and 6-month implementations."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|deepseek-small|Workiva", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're heavily regulated/public, Workiva matters for SEC/SOX."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|deepseek-small|OneStream", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise tools (BlackLine, Workiva, OneStream): powerful but often need a *dedicated admin team* and 6-month implementations."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|deepseek-small|FloQast", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "prioritize tools built for mid-market: FloQast (best-in-class checklists)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|deepseek-small|Adra by Trintech", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adra by Trintech (strong reconciliation at an accessible price)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|deepseek-small|Prophix One", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prophix One (controlled, audit-ready)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|deepseek-small|Numeric", "prompt": "c199-m5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Transaction-level visibility + AI close | Fast setup with many ERP fits"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|google-small|FloQast", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast (The Mid-Market Standard): ... highly favored by mid-market companies ... quick to implement (typically under 2 months), and has excellent user adoption."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|google-small|Numeric", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Numeric (The Modern/AI-Assisted Challenger): A rapidly growing modern close platform that excels at both checklist management and transaction-level automation."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|google-small|BlackLine", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is often considered too rigid, expensive, and time-consuming to implement for a 500-person company unless you are actively preparing for a near-term IPO"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|google-small|Adra by Trintech", "prompt": "c199-m5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A solid, mid-market-specific alternative that sits between simple checklist tools and heavy enterprise software"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|meta-small|BlackLine", "prompt": "c199-m5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top financial close management software include BlackLine, Workiva, and other tools listed in the search results."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|meta-small|Workiva", "prompt": "c199-m5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top financial close management software include BlackLine, Workiva, and other tools listed in the search results."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|BlackLine", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist of FCM Vendors to Consider (Note: This is not an endorsement, but a starting point for your research.)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|Workiva", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Workiva**"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|Oracle Account Reconciliation Cloud", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Account Reconciliation Cloud**"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|SAP Intercompany Matching and Reconciliation", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "SAP Intercompany Matching and Reconciliation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Intercompany Matching and Reconciliation**"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|Adra by Trintech", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Adra by Trintech**"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|HighRadius", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|Vena Solutions", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Vena Solutions** (for FP&A + close management)"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|mistral-small|Prophix", "prompt": "c199-m5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Prophix**"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|moonshot-small|FloQast", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast and Numeric are strong contenders for your size"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|moonshot-small|Numeric", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "FloQast and Numeric are strong contenders for your size"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|moonshot-small|Adra by Trintech", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adra by Trintech | User-friendly reconciliation workflows ... Simpler interface; good for teams transitioning from Excel"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|moonshot-small|BlackLine", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BlackLine and Workiva need dedicated admins; mid-market teams often \"outgrow the setup cost before seeing ROI\""}, {"id": "mai-20260918-0023-calibration_b|c199-m5|moonshot-small|Workiva", "prompt": "c199-m5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BlackLine and Workiva need dedicated admins; mid-market teams often \"outgrow the setup cost before seeing ROI\""}, {"id": "mai-20260918-0023-calibration_b|c199-m5|xai-small|FloQast", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**FloQast** | Checklist-driven teams, light automation | NetSuite, QuickBooks, Sage | <1 month | ~$30/user/mo"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|xai-small|BlackLine", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**BlackLine** | Deep reconciliations, enterprises scaling down | SAP, Oracle, broad coverage | 3-6 months | Custom"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|xai-small|Numeric", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** | Transaction visibility, AI close | NetSuite, Sage Intacct, Xero | <1 month | $30/user/mo"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|xai-small|Vena", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vena** | Spreadsheet-heavy processes | Excel-integrated, mid-market | 1-2 months | Custom"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|xai-small|Planful", "prompt": "c199-m5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Planful** | Governed workflows, multi-entity | NetSuite, Dynamics | 2-3 months | Custom"}, {"id": "mai-20260918-0023-calibration_b|c199-m5|zai-small|BlackLine", "prompt": "c199-m5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise tools like BlackLine or Workiva can be powerful, but they often require dedicated admins."}, {"id": "mai-20260918-0023-calibration_b|c199-m5|zai-small|Workiva", "prompt": "c199-m5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise tools like BlackLine or Workiva can be powerful, but they often require dedicated admins."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|Hubstaff", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Hubstaff", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Hubstaff: This is the most infamous example... Why to avoid: It forces employees to \"game\" the system"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|ActivTrak", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "ActivTrak", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why to avoid: They often include keylogging (recording exactly what you type), clipboard monitoring, and file access tracking."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|Veriato", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Veriato", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "To Avoid: Tools that ... log your keys (Teramind/Veriato)"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|QuickBooks Time (formerly TSheets)", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "QuickBooks Time (formerly TSheets)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "While popular and generally acceptable, these become problematic if configured with strict rules."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|KlokTech", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "KlokTech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While popular and generally acceptable, these become problematic if configured with strict rules."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|DeskTime", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "DeskTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "To Avoid: Tools that ... take random screenshots (DeskTime)"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|Teramind", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Teramind", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Why to avoid: It records video playback of your session."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|Slack", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why to be cautious: Look for \"Activity Monitoring\" plugins."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|Microsoft Teams", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Slack / Microsoft Teams (with 3rd party add-ons): Why to be cautious"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|Deputy", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Deputy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Acceptable: Tools that simply record Clock-In/Clock-Out times (like Deputy or BambooHR)"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|alibaba-small|BambooHR", "prompt": "c199-m6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "BambooHR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Acceptable: Tools that simply record Clock-In/Clock-Out times (like Deputy or BambooHR)"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Jira", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "powerful for software teams, but the results warn it can be frustratingly complex for non-technical teams"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|ClickUp", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be very flexible, but the results caution against it when you need something that works immediately without extensive configuration"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Asana", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "the results suggest avoiding it if you need highly specialized features"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Monday.com", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "the results say to avoid it if you need advanced PM features"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Trello", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the results caution it is not a fit if you need built-in time tracking, financial oversight"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Notion", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "the results flag it as a poor fit if you need robust PM features"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Smartsheet", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Smartsheet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may be a bad fit if you want more visual collaboration"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Microsoft Project", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Microsoft Project", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "the results caution against it if your team is not in the Microsoft ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Teamwork", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Teamwork", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "the results suggest avoiding it if you are not billing clients by the hour"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|Everhour", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Everhour", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "these should be avoided when you actually need a full project management or task-management platform"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|challenger-small|RescueTime", "prompt": "c199-m6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "RescueTime", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "these should be avoided when you actually need a full project management or task-management platform"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|deepseek-small|Close (Close.com CRM)", "prompt": "c199-m6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close (Close.com CRM)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "It's a solid product for the right use case, but there are several flags worth being cautious about before you commit."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|deepseek-small|HubSpot", "prompt": "c199-m6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Common alternatives people switch to include **HubSpot, Pipedrive, Salesforce, and Nutshell**"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|deepseek-small|Pipedrive", "prompt": "c199-m6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Common alternatives people switch to include **HubSpot, Pipedrive, Salesforce, and Nutshell**"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|deepseek-small|Salesforce", "prompt": "c199-m6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Common alternatives people switch to include **HubSpot, Pipedrive, Salesforce, and Nutshell**"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|deepseek-small|Nutshell", "prompt": "c199-m6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Nutshell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Common alternatives people switch to include **HubSpot, Pipedrive, Salesforce, and Nutshell**"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|google-small|BlackLine", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious About Enterprise Suites (e.g., BlackLine, OneStream, Cadency by Trintech) if you are Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|google-small|FloQast", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Be Cautious About Lightweight Checklist Tools (e.g., Basic FloQast or Trello-like systems) if you are a Large Enterprise"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|google-small|Trintech", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious About Enterprise Suites (e.g., BlackLine, OneStream, Cadency by Trintech) if you are Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|google-small|Numeric", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need coordination, choose a user-friendly, mid-market platform (like FloQast or Numeric)."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|google-small|OneStream", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be Cautious About Enterprise Suites (e.g., BlackLine, OneStream, Cadency by Trintech) if you are Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|google-small|Oracle ARCS", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle ARCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be Cautious About ERP-Native Close Modules (e.g., Oracle ARCS or SAP ECC/S4 Cockpits)... these systems are notoriously rigid"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|google-small|SAP ECC/S4 Cockpits", "prompt": "c199-m6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP ECC/S4 Cockpits", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be Cautious About ERP-Native Close Modules (e.g., Oracle ARCS or SAP ECC/S4 Cockpits)"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|minimax-small|BlackLine", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "| Small teams | Enterprise platforms (BlackLine, Workiva) | Numeric, FloQast, or even spreadsheets |"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|minimax-small|Workiva", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "| Small teams | Enterprise platforms (BlackLine, Workiva) | Numeric, FloQast, or even spreadsheets |"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|minimax-small|Numeric", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better Choice ... Numeric, FloQast, or even spreadsheets"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|minimax-small|FloQast", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Visibility issues** \\u2192 FloQast, Numeric"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|minimax-small|Planful", "prompt": "c199-m6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Governance needs** \\u2192 BlackLine, Planful"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|mistral-small|BlackLine", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Platforms like BlackLine and Workiva are powerful but require dedicated administrators and significant setup time."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|mistral-small|Workiva", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Platforms like BlackLine and Workiva are powerful but require dedicated administrators and significant setup time."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|mistral-small|FloQast", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with user-friendly options like FloQast or Numeric is safer if you need quick adoption without heavy IT involvement"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|mistral-small|Numeric", "prompt": "c199-m6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "starting with user-friendly options like FloQast or Numeric is safer if you need quick adoption"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|moonshot-small|Workiva", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Workiva is excellent for SEC reporting. It's the wrong choice for close task management."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|moonshot-small|BlackLine", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BlackLine is excellent for complex global enterprises. It's dangerous for lean mid-market teams."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|moonshot-small|SAP Advanced Financial Closing", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP Advanced Financial Closing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "SAP AFC works if you're deeply embedded in SAP ecosystem with IT support. Avoid if you need fast, flexible deployment."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|moonshot-small|FloQast", "prompt": "c199-m6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "FloQast works well for Excel-heavy teams wanting structure. It's the wrong choice if you need proactive error detection"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|xai-small|FloQast", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "opt for quick-adoption options like FloQast if you're migrating from spreadsheets"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|xai-small|BlackLine", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Overly complex enterprise tools** (e.g., some BlackLine/Trintech setups): High implementation time, steep learning curves"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|xai-small|Trintech", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Overly complex enterprise tools** (e.g., some BlackLine/Trintech setups): High implementation time, steep learning curves"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|xai-small|Numeric", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like FloQast, BlackLine, Trintech, Numeric, or Workiva"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|xai-small|Workiva", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like FloQast, BlackLine, Trintech, Numeric, or Workiva"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|xai-small|Double", "prompt": "c199-m6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pilot 2-3 tools (e.g., FloQast for ease, Double for AI/ERP focus)"}, {"id": "mai-20260918-0023-calibration_b|c199-m6|zai-small|BlackLine", "prompt": "c199-m6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While widely used, user reviews consistently highlight that BlackLine is **not intuitive**... It is expensive and has a high Total Cost of Ownership (TCO)."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|zai-small|Jira", "prompt": "c199-m6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You should avoid: **Jira:** (For non-technical teams) It is often too complex and lacks built-in reporting for financial project closure."}, {"id": "mai-20260918-0023-calibration_b|c199-m6|zai-small|ClickUp", "prompt": "c199-m6", "model": "zai-small", "cat": "financial-close-management", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Bloatware\" or \"All-in-One\" PM Tools (e.g., Jira, ClickUp)... you should proceed with caution"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|alibaba-small|BlackLine", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BlackLine:** takes **6+ months** (Avoid this unless you are immediately scaling to mid-market size)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|alibaba-small|Numeric", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Best All-Rounder (Automation + Close): **Numeric** ... widely considered the modern standard for growing B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|alibaba-small|FloQast", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically starting around **$30k\\u2013$50k/year**, which can be steep for very small startups"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|alibaba-small|PivotXL", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "PivotXL is often cited as the best alternative for small-to-mid-sized teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|alibaba-small|Cube", "prompt": "c199-s1", "model": "alibaba-small", "cat": "financial-close-management", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Consolidation + Close: **Cube** ... Cube is likely your best bet"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|anthropic-small|DOKKA Close", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "DOKKA Close and Datarails stand out because they're designed with the constraints of small finance departments in mind"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|anthropic-small|Datarails Month-End Close", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "Datarails Month-End Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "DOKKA Close and Datarails stand out because they're designed with the constraints of small finance departments in mind"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|anthropic-small|LucaNet", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "LucaNet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A CPM platform with strong financial close and consolidation capabilities, particularly useful for small businesses managing multiple entities"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|anthropic-small|BlackLine", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less complexity than enterprise platforms like BlackLine or OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|anthropic-small|OneStream", "prompt": "c199-s1", "model": "anthropic-small", "cat": "financial-close-management", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "less complexity than enterprise platforms like BlackLine or OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|challenger-small|Numeric", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single recommendation without more context, I'd pick **Numeric** for a small B2B company"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|challenger-small|DOKKA", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you also want AP automation and faster implementation:** **DOKKA**."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|challenger-small|Datarails", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if your team lives in Excel:** **Datarails** or **Vena**."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|challenger-small|Vena", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if your team lives in Excel:** **Datarails** or **Vena**."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|challenger-small|FloQast", "prompt": "c199-s1", "model": "challenger-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if your main pain is task orchestration and visibility:** **FloQast**."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|FloQast", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is consistently rated the top choice for small to mid-size teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|Finlens", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If it's **just you + QuickBooks** and you want automation without heavy cost → **Finlens**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|ScaleXP", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "automates accruals, prepayments, deferred revenue, and schedules for Xero/QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|Numeric", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "good for teams scaling beyond manual methods; ~$30/user/month"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|BlackLine", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Not recommended for a small B2B company.**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|Xenett", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Xenett", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Transaction review/error detection → Xenett (~$7.50–$10/client/mo) or Double"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|Double", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Transaction review/error detection → Xenett ... or Double"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|deepseek-small|QuickBooks' native month-end close toolkit", "prompt": "c199-s1", "model": "deepseek-small", "cat": "financial-close-management", "variant": "direct", "raw": "QuickBooks' native month-end close toolkit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Prioritize simplicity (Finlens or QuickBooks' native close tools)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|google-small|BlackLine", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not a massive enterprise tool like BlackLine or Oracle FCCS, which are expensive and take months to configure"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|google-small|Oracle FCCS", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Oracle FCCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not a massive enterprise tool like BlackLine or Oracle FCCS, which are expensive and take months to configure"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|google-small|Numeric", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Modern Teams: **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|google-small|ScaleXP", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B SaaS & Subscription Businesses: **ScaleXP**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|google-small|Keeper (Keeper.app)", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Keeper (Keeper.app)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Lean Teams & Error Prevention: **Keeper (Keeper.app)**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|google-small|Puzzle (Puzzle.io)", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "Puzzle (Puzzle.io)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Want to Replace QuickBooks Entirely: **Puzzle (Puzzle.io)**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|google-small|FloQast", "prompt": "c199-s1", "model": "google-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While it can be expensive for very small teams, it is the best option if you have a team of 3+ accountants"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|meta-small|PivotXL", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools mentioned include PivotXL, Double, FloQast, Dext, Numeric, Canopy, and BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|meta-small|Double", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools mentioned include PivotXL, Double, FloQast, Dext, Numeric, Canopy, and BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|meta-small|FloQast", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools mentioned include PivotXL, Double, FloQast, Dext, Numeric, Canopy, and BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|meta-small|Dext", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools mentioned include PivotXL, Double, FloQast, Dext, Numeric, Canopy, and BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|meta-small|Numeric", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools mentioned include PivotXL, Double, FloQast, Dext, Numeric, Canopy, and BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|meta-small|Canopy", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "Canopy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools mentioned include PivotXL, Double, FloQast, Dext, Numeric, Canopy, and BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|meta-small|BlackLine", "prompt": "c199-s1", "model": "meta-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the top tools mentioned include PivotXL, Double, FloQast, Dext, Numeric, Canopy, and BlackLine."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|minimax-small|Numeric", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **small B2B company**, I'd suggest starting with **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|minimax-small|FloQast", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cons: Higher price point, more suited to mid-market"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|minimax-small|DOKKA", "prompt": "c199-s1", "model": "minimax-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DOKKA** (Built for Small Business)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|mistral-small|Numeric", "prompt": "c199-s1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Numeric** and **Dokka** are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|mistral-small|Dokka", "prompt": "c199-s1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "Dokka", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, **Numeric** and **Dokka** are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|mistral-small|PivotXL", "prompt": "c199-s1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for small-to-mid-sized companies that want full control without enterprise pricing."}, {"id": "mai-20260918-0023-calibration_b|c199-s1|mistral-small|FloQast", "prompt": "c199-s1", "model": "mistral-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FloQast is also a strong contender, especially if you value ease of use"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|moonshot-small|Numeric", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** – Best Overall for Small B2B"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|moonshot-small|FloQast", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FloQast** – Best for Lightweight Close Management"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|moonshot-small|Double", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Double** – Best for Affordable All-in-One"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|moonshot-small|Easy Month End", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Easy Month End", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Easy Month End** – Best Budget Option"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|moonshot-small|BlackLine", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid **BlackLine** and **Trintech**—these are enterprise-grade solutions"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|moonshot-small|Trintech", "prompt": "c199-s1", "model": "moonshot-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid **BlackLine** and **Trintech**—these are enterprise-grade solutions"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|openai-small|FloQast", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **FloQast** if your main pain is **month-end close coordination, reconciliations, and task management**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|openai-small|LiveFlow", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "LiveFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you live in spreadsheets / want lightweight reporting:** **LiveFlow**"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|openai-small|Workiva", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "look at **Workiva** or **BlackLine**, but those are often more than a small B2B company needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|openai-small|Sage Intacct", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "often shows up in SMB close software lists, but it's broader than close management alone"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|openai-small|BlackLine", "prompt": "c199-s1", "model": "openai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "look at **Workiva** or **BlackLine**, but those are often more than a small B2B company needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|xai-small|FloQast", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** (Most popular overall for SMBs)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|xai-small|Numeric", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** (Best for very small/early-stage teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|xai-small|DataRails", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**DataRails** (Top Excel-friendly pick for SMBs)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|xai-small|DOKKA", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others to consider: DOKKA (invoice/close focus)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|xai-small|Prophix", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Prophix (if budgeting-heavy)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|xai-small|BlackLine", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise giants like BlackLine/Trintech (too pricey/heavy for small teams)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|xai-small|Trintech", "prompt": "c199-s1", "model": "xai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise giants like BlackLine/Trintech (too pricey/heavy for small teams)"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|zai-small|FloQast", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Top Pick: FloQast"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|zai-small|Numeric", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. Best Value & AI: Numeric"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|zai-small|Datarails", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. Best for Excel-Dependent Teams: Datarails"}, {"id": "mai-20260918-0023-calibration_b|c199-s1|zai-small|BlackLine", "prompt": "c199-s1", "model": "zai-small", "cat": "financial-close-management", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "significantly cheaper than FloQast or BlackLine for small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|alibaba-small|FloQast", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: FloQast ... widely considered the best tool for small-to-mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|alibaba-small|Jirav", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"All-in-One\" Option: Jirav ... a modern choice for smaller businesses"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|alibaba-small|BlackLine (now part of Onestream)", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine (now part of Onestream)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BlackLine is the industry gold standard for month-end closes, but traditionally, it has been priced for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|alibaba-small|QuickBooks Advanced", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "QuickBooks Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start by upgrading your accounting suite to **QuickBooks Online Advanced** or **Xero Advanced** first"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|alibaba-small|Xero Advanced", "prompt": "c199-s2", "model": "alibaba-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Xero Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Moving to the \"Advanced\" tier of these platforms unlocks features specifically designed to ease the close"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|anthropic-small|FloQast", "prompt": "c199-s2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is an excellent choice for small B2B businesses."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|anthropic-small|Numeric", "prompt": "c199-s2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** is another strong option."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|anthropic-small|Datarails", "prompt": "c199-s2", "model": "anthropic-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Datarails** works well if you prefer Excel-based workflows."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|challenger-small|FloQast", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If your close process is already more structured and you want broader task management, **FloQast** is a better fit"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|challenger-small|Numeric", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If I had to pick one default recommendation, it would be **Numeric** for most small B2B businesses"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|challenger-small|Puzzle", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Puzzle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "worth considering if you are a startup/SMB"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|challenger-small|NetSuite", "prompt": "c199-s2", "model": "challenger-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is usually heavier than what a small business needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|deepseek-small|QuickBooks Online", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** — The pragmatic default. Strong invoicing, AR tracking, bank feeds... Start with **QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|deepseek-small|Xero", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The best alternative if audit-trail traceability and variance checks matter"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|deepseek-small|Sage Intacct", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sage Intacct** is the clear B2B pick... only move to **Sage Intacct** when complexity or multi-day closes demand it"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|deepseek-small|FloQast", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Reserve the FloQast/Numeric class of tools for when you have a small finance team... which most small B2B companies haven't reached yet"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|deepseek-small|Datarails", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great if your team is committed to Excel and wants close + FP&A without leaving spreadsheets"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|deepseek-small|DOKKA", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A good newer option that pairs AP automation with the close"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|deepseek-small|Numeric", "prompt": "c199-s2", "model": "deepseek-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Reserve the FloQast/Numeric class of tools for when you have a small finance team that needs to orchestrate multiple people"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|QuickBooks Online (QBO)", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "small businesses almost exclusively run on **QuickBooks Online (QBO) or Xero**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|Xero", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "small businesses almost exclusively run on **QuickBooks Online (QBO) or Xero**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|BlackLine", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "enterprise solutions like BlackLine or OneStream are far too complex and expensive"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|OneStream", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "enterprise solutions like BlackLine or OneStream are far too complex and expensive"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|Numeric", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Best Overall for Modern, Growing B2B Teams**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|Double (formerly Keeper)", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Double (formerly Keeper)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose **Double** if you are a **small business (under 25 employees)** looking for a highly affordable, intuitive way"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|ScaleXP", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for Contract-Heavy B2B & SaaS Businesses**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|google-small|FloQast", "prompt": "c199-s2", "model": "google-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Best for Venture-Backed B2B Startups Planning to Scale**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|meta-small|Numeric", "prompt": "c199-s2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Numeric**: Known for its native, real-time integration with ERPs."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|meta-small|Spendesk", "prompt": "c199-s2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Spendesk**: Offers a range of solutions for managing financial processes."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|meta-small|Hubifi", "prompt": "c199-s2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Hubifi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Hubifi**: Provides a comprehensive guide to month-end close software."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|meta-small|Finlens", "prompt": "c199-s2", "model": "meta-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Finlens**: Offers tools to automate month-end close for small finance teams."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|minimax-small|Easy Month End", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Easy Month End", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Easy Month End** or **Numeric** as top choices for a small B2B business"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|minimax-small|Numeric", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Numeric** if you want more automation and AI-powered insights as you scale."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|minimax-small|QuickBooks Online", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "good for basic B2B invoicing and reconciliation, but lacks modern close features"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|minimax-small|FloQast", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused but good for SMBs needing checklist-based close management (though pricing is higher)"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|minimax-small|Financial Cents", "prompt": "c199-s2", "model": "minimax-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Financial Cents", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good if you need workflow automation combined with client portal and document collection"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|mistral-small|Spendesk", "prompt": "c199-s2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Spendesk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Spendesk and Numeric are excellent starting points due to their ease of use, strong integrations, and automation capabilities"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|mistral-small|Numeric", "prompt": "c199-s2", "model": "mistral-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Spendesk and Numeric are excellent starting points"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|Numeric", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Numeric ($30/user/month)** if you want a dedicated close management tool that can grow with you"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|Easy Month End", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Easy Month End", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most Affordable Dedicated Solution"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|Jetpack Workflow", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Jetpack Workflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Accounting Firms/Multiple Clients"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|QuickBooks Online", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "their native reconciliation and reporting features may suffice for basic month-end close needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|Xero", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you're already using **QuickBooks Online**, **Xero**, or **Sage**, their native reconciliation and reporting features may suffice"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|Sage", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Sage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "their native reconciliation and reporting features may suffice for basic month-end close needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|Finlens", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "try **Finlens ($49/month)** first to see if it addresses your bottlenecks"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|FloQast", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What to Avoid (For Now) ... likely overkill for a small business"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|moonshot-small|BlackLine", "prompt": "c199-s2", "model": "moonshot-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "BlackLine averages $77,000/year—likely overkill for a small business"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|openai-small|FloQast", "prompt": "c199-s2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **FloQast** if your main pain is **month-end close coordination**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|openai-small|Financial Cents", "prompt": "c199-s2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Financial Cents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if budget/simplicity matters most:** **Financial Cents**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|openai-small|BlackLine", "prompt": "c199-s2", "model": "openai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "a stronger enterprise-grade option, but it may be more software than a small business really needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|xai-small|Xenett", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Xenett", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with Xenett or ScaleXP if you're using QuickBooks Online or Xero"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|xai-small|ScaleXP", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with Xenett or ScaleXP"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|xai-small|FloQast", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "But pricing starts ~$999/mo for basics—steep for truly small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|xai-small|Numeric.io", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Numeric.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid for startups on QBO/Xero (~$30/user/mo entry), with AI insights and checklists."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|xai-small|BlackLine", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bigger ones like BlackLine or Prophix suit mid-market/enterprise better."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|xai-small|Prophix", "prompt": "c199-s2", "model": "xai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Bigger ones like BlackLine or Prophix suit mid-market/enterprise better."}, {"id": "mai-20260918-0023-calibration_b|c199-s2|zai-small|LiveFlow", "prompt": "c199-s2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall: LiveFlow ... start with **LiveFlow**"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|zai-small|Jetpack Workflow", "prompt": "c199-s2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "Jetpack Workflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Process Control: Jetpack Workflow"}, {"id": "mai-20260918-0023-calibration_b|c199-s2|zai-small|FloQast", "prompt": "c199-s2", "model": "zai-small", "cat": "financial-close-management", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it is often considered mid-market to enterprise pricing (custom quotes) and may be overkill if you only have 1–3 people in finance"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|alibaba-small|Numeric", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric is widely considered the leading choice for modern small-to-mid-sized finance teams."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|alibaba-small|DOKKA", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "DOKKA positions itself as a simpler, more affordable alternative to enterprise solutions"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|alibaba-small|FloQast", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast is the market leader in this space... FloQast is the safest long-term investment."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|alibaba-small|BlackLine", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a simpler, more affordable alternative to enterprise solutions like BlackLine or FloQast"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|alibaba-small|Rillet", "prompt": "c199-s3", "model": "alibaba-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Rillet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rillet focuses on automating the repetitive reconciliation tasks themselves"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|anthropic-small|Double", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Double is the top pick for internal finance teams that want a close management experience built around how accountants actually work."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|anthropic-small|FloQast", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a solid choice for teams whose primary need is close orchestration, though reporting and flux analysis are more limited"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|anthropic-small|Datarails", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datarails is an excellent option for teams that want to stick with Excel"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|anthropic-small|Numeric", "prompt": "c199-s3", "model": "anthropic-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Numeric offers deep insights at enterprise pricing."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|FloQast", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **FloQast** (easiest for a small team) or **Double** (the most affordable, does the work on your ledger)"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|Double", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **FloQast** (easiest for a small team) or **Double** (the most affordable, does the work on your ledger)"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|BlackLine", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill for small teams — 3–6 month implementations and heavy licensing"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|Numeric", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-assisted flux analysis & reconciliation; supports NetSuite, Sage Intacct, QuickBooks, Xero; less than 1-month setup"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|PivotXL", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs on a budget | Flat $100/mo | Enterprise-grade close checklists, approvals, and ERP integration at SMB pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|Pipedrive", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pipedrive** for simplicity"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|Freshsales", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Freshsales", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "pick **Freshsales** for value"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|Copper", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Copper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Copper** if you're all-Google"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|deepseek-small|Close", "prompt": "c199-s3", "model": "deepseek-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Close** for outbound call-heavy teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|google-small|Double (formerly Keeper)", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double (formerly Keeper)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Double if you are a small bookkeeping firm or CPA practice... Double unifies this into a single dashboard"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|google-small|Numeric", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Numeric if you are an in-house accounting team of 2 to 5 people at a high-growth business."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|google-small|FloQast", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose FloQast if your corporate finance team is deeply wedded to Excel."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|google-small|Financial Cents", "prompt": "c199-s3", "model": "google-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Financial Cents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Micro-teams or solo bookkeepers looking for an affordable, straightforward workflow and task tracker."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|Numeric", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Numeric** if you want AI to do the heavy lifting, need fast implementation, and want a tool that executes close work"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|FloQast", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose FloQast** if your team is comfortable with spreadsheets, wants structured checklists and visibility"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|Double", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Double** if you're an accounting firm or small team that wants per-client pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|BlackLine", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid BlackLine** unless you're rapidly scaling into enterprise territory—it's overkill for small teams and costly to implement."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|Trintech", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Large, multi-entity enterprises | ❌ Too complex"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|Workiva", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Complex reporting and compliance | Moderate (expensive)"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|Planful", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "FP&A + close automation | Moderate"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|OneStream", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Enterprise consolidation | ❌ Too complex"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|minimax-small|Dext", "prompt": "c199-s3", "model": "minimax-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for bookkeeping-focused close"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|mistral-small|Double", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Double", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Double** stands out for its direct ledger integration and automation, making it ideal for teams that want to minimize manual work."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|mistral-small|FloQast", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**FloQast** is best for teams that prefer a checklist-driven, Excel-like approach"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|mistral-small|Numeric", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing may be higher and more suited to slightly larger teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|mistral-small|BlackLine", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "is best for compliance-heavy environments, but may be too complex for very small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|mistral-small|DOKKA", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed specifically for small business budgets and quick setup"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|mistral-small|Datarails", "prompt": "c199-s3", "model": "mistral-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tailored for small businesses needing quick setup and spreadsheet-like familiarity"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|moonshot-small|FloQast", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**FloQast** remains the safe choice for teams that prefer a more established platform with proven checklist workflows"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|moonshot-small|Numeric", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most **small teams**, **Numeric** offers the best balance of modern features and affordability"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|moonshot-small|PivotXL", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Budget Option for Small Teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|moonshot-small|BlackLine", "prompt": "c199-s3", "model": "moonshot-small", "cat": "financial-close-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lengthy implementation (~6 months), requires dedicated admin, expensive for small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|xai-small|FloQast", "prompt": "c199-s3", "model": "xai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If this meant financial close tools (e.g., FloQast), clarify for accounting-focused recs!"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Close", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Close", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Close** (primary), **Salesflare** (alternative)"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Pipedrive", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Close** and **Pipedrive** are the most \"close-first\" options"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|HubSpot Sales Hub", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "HubSpot Sales Hub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HubSpot Sales Hub** wins if you need marketing-driven growth and a free tier for tiny teams."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Freshsales", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Freshsales** is the best value if you want AI lead scoring on a budget."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Zoho CRM / Bigin", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Zoho CRM / Bigin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho CRM / Bigin** are ideal when you need deep customization and a free plan."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Insightly", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Insightly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Insightly** shines when you must convert closed deals into projects seamlessly."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Monday CRM", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Monday CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Monday CRM** is the natural choice for teams already on the Monday.com platform."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Less Annoying CRM (LACR)", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Less Annoying CRM (LACR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Less Annoying CRM** or **Bigin by Zoho**"}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Salesflare", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Salesflare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Salesflare** is great for teams that hate manual data entry."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|Apollo.io", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "Apollo.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Apollo.io** is the go-to for outbound prospecting and large prospect databases."}, {"id": "mai-20260918-0023-calibration_b|c199-s3|zai-small|RevenueGrid", "prompt": "c199-s3", "model": "zai-small", "cat": "financial-close-management", "variant": "comparative", "raw": "RevenueGrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**RevenueGrid** adds AI-driven deal health for teams already on a major CRM."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|Numeric (specifically the Essentials plan)", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric (specifically the Essentials plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best financial close management software is **Numeric (specifically the Essentials plan)**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|FloQast", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cons: Pricing is opaque... you may struggle to justify the cost if your \"tight budget\" is strictly under $500/month."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|NetSuite", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both offer native \"Tasks\" or project-management features that allow you to create checklists and assign responsibilities."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|Sage Intacct", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Both offer native \"Tasks\" or project-management features that allow you to create checklists and assign responsibilities."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|QuickBooks Online (Advanced)", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "QuickBooks Online (Advanced)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Includes some task management capabilities that can suffice for very small teams."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|BlackLine", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Designed for global enterprises; overkill for small companies."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|DOKKA", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Typically starts at much higher price points and targets mid-to-large market firms."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|Trintech", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Specialized for complex compliance (SOX) and multi-entity consolidation, which usually exceeds the needs of a small business."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|alibaba-small|OneStream", "prompt": "c199-s4", "model": "alibaba-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Specialized for complex compliance (SOX) and multi-entity consolidation, which usually exceeds the needs of a small business."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|FloQast", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "mentioned as common starting points for financial close management, and they tend to be more accessible for smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|Cube", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "mentioned as common starting points for financial close management"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|Numeric", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "mentioned as common starting points for financial close management"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|Prophix", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prophix has become a useful option for small businesses that want close automation as part of a broader corporate performance management suite"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|Sage Intacct", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "an excellent option for small to mid-sized businesses looking for a unified accounting platform"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|OneStream", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "there are easier and more affordable options available compared to systems like OneStream"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|BlackLine", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise solutions like BlackLine and Workiva tend to have higher costs and longer implementation timelines."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|anthropic-small|Workiva", "prompt": "c199-s4", "model": "anthropic-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Enterprise solutions like BlackLine and Workiva tend to have higher costs and longer implementation timelines."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|challenger-small|Numeric", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** is the strongest overall fit"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|challenger-small|Datarails", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Datarails** is the most practical alternative"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|challenger-small|FloQast", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you mainly need **close orchestration** and visibility across tasks"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|challenger-small|DOKKA", "prompt": "c199-s4", "model": "challenger-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want an **end-to-end close plus AP** platform that can deploy quickly"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|PivotXL", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**PivotXL** — Best overall for tight budgets"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|Numeric", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd go with **PivotXL** ... or **Numeric** at $30/user/month if you prefer per-seat pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|Xenett", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Xenett", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xenett** — Strong budget option"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|Keeper", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Keeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Keeper** — Cheapest option"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|FloQast", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Tight Budget **FloQast** — Most popular but expensive"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|BlackLine", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise tools ... overkill and overpriced for a small company"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|Trintech", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**BlackLine / Trintech / Workiva** — Enterprise tools"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|deepseek-small|Workiva", "prompt": "c199-s4", "model": "deepseek-small", "cat": "financial-close-management", "variant": "budget", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**BlackLine / Trintech / Workiva** — Enterprise tools"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|google-small|FloQast", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "legacy financial close systems like **FloQast** or **BlackLine** are typically out of the question"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|google-small|BlackLine", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "legacy financial close systems like **FloQast** or **BlackLine** are typically out of the question"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|google-small|Easy Month End (by Mayday)", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Easy Month End (by Mayday)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a dedicated close tool for under $100/mo: Go with **Easy Month End by Mayday**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|google-small|Numeric", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a modern platform that will grow with your company: Try **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|google-small|Coefficient", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your budget is practically $0: Start by automating your current spreadsheets using **Coefficient**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|google-small|G-Accon", "prompt": "c199-s4", "model": "google-small", "cat": "financial-close-management", "variant": "budget", "raw": "G-Accon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best \"Spreadsheet-First\" Option: **Coefficient** or **G-Accon**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|meta-small|MODLR", "prompt": "c199-s4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "MODLR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MODLR - a cloud-based financial planning and analysis solution that offers a unified platform for modelling, budgeting, and forecasting."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|meta-small|DOKKA", "prompt": "c199-s4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "DOKKA - a financial close software that offers implementation and pricing options for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|meta-small|Spendesk", "prompt": "c199-s4", "model": "meta-small", "cat": "financial-close-management", "variant": "budget", "raw": "Spendesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Spendesk - a month-end close software solution that offers close management capabilities for finance teams on tighter budgets."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|minimax-small|Numeric", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Numeric offers the best value with AI-driven features at the lowest price point"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|minimax-small|Prophix", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Prophix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Prophix** at $115/month ... Prophix provides predictable fixed pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|minimax-small|DOKKA", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Small businesses needing quick deployment"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|minimax-small|Datarails", "prompt": "c199-s4", "model": "minimax-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Pricing: Custom but reportedly affordable for small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|mistral-small|PivotXL", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **PivotXL** stands out with its flat $100/month pricing and no per-user fees."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|mistral-small|Numeric", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** and **FloQast** are also strong, affordable options"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|mistral-small|FloQast", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** and **FloQast** are also strong, affordable options"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|mistral-small|DOKKA", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DOKKA** and **Datarails** are worth considering if you want more automation"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|mistral-small|Datarails", "prompt": "c199-s4", "model": "mistral-small", "cat": "financial-close-management", "variant": "budget", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**DOKKA** and **Datarails** are worth considering if you want more automation and scalability"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|moonshot-small|Easy Month End", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Easy Month End", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Easy Month End ($24/month) if you primarily need checklist organization"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|moonshot-small|Numeric", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consider Numeric ($30/user/month) if you want more automation and AI assistance"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|moonshot-small|Financial Cents", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "Financial Cents", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Try Financial Cents if you're an accounting firm managing multiple clients."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|moonshot-small|DOKKA", "prompt": "c199-s4", "model": "moonshot-small", "cat": "financial-close-management", "variant": "budget", "raw": "DOKKA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom quotes typically $10,000–$20,000/year (may be steep for very small teams)"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|openai-small|LiveFlow", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "LiveFlow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **LiveFlow** or **Joiin**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|openai-small|Joiin", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Joiin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Lowest-budget / simplest setup:** **Joiin**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|openai-small|FloQast", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "often the best-known fit, but it's typically priced more for mid-market teams than ultra-budget buyers"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|openai-small|QuickBooks Online", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**QuickBooks Online or Xero**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|openai-small|Xero", "prompt": "c199-s4", "model": "openai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**QuickBooks Online or Xero**"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|xai-small|Finlens", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Finlens stands out as one of the best financial close management software options"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|xai-small|PivotXL", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives Under $100/Month ... PivotXL | $19–$100/month"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|xai-small|Manager.io", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Manager.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free ... Open-source; no cloud hosting fees, but manual-heavy."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|xai-small|Wave", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ultra-tight budgets, light closes | Invoicing/reconciliation focus"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|xai-small|BlackLine", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Enterprise Tools: BlackLine, FloQast, etc., start at $1K+/month—too pricey for small budgets."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|xai-small|FloQast", "prompt": "c199-s4", "model": "xai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Enterprise Tools: BlackLine, FloQast, etc., start at $1K+/month—too pricey for small budgets."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|zai-small|Numeric", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric** – Best overall balance of modern AI features, short implementation, and reasonable per‑seat pricing."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|zai-small|FloQast", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular among accounting‑led teams; lightweight checklists, task management, and broad ERP support. | ~2 months"}, {"id": "mai-20260918-0023-calibration_b|c199-s4|zai-small|PivotXL", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "PivotXL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**PivotXL** – Best flat‑rate option if you want Excel flexibility without per‑user fees."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|zai-small|Finlens", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "Finlens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Finlens** – Cheapest for QBO teams; great for founders and small firms."}, {"id": "mai-20260918-0023-calibration_b|c199-s4|zai-small|TallyPrime", "prompt": "c199-s4", "model": "zai-small", "cat": "financial-close-management", "variant": "budget", "raw": "TallyPrime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Basic reconciliation and reporting—ideal if you need a bare‑bones solution."}, {"id": "mai-20260918-0023-calibration_b|c199-s5|alibaba-small|Blackline", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Blackline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "such as Blackline, FloQast, Trintech, or newer cloud-native solutions"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|alibaba-small|FloQast", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Blackline, FloQast, Trintech, or newer cloud-native solutions"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|alibaba-small|Trintech", "prompt": "c199-s5", "model": "alibaba-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Blackline, FloQast, Trintech, or newer cloud-native solutions"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|deepseek-small|Numeric", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Numeric / DOKKA — lighter, faster-to-deploy options geared to small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|deepseek-small|DOKKA", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Numeric / DOKKA — lighter, faster-to-deploy options geared to small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|deepseek-small|FloQast", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "FloQast — the mid-market favorite, built by accountants, fast to adopt, good for checklist + task orchestration"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|deepseek-small|BlackLine", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Don't default to BlackLine or Workiva (built for large enterprises with dedicated admins)"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|deepseek-small|Workiva", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Don't default to BlackLine or Workiva (built for large enterprises with dedicated admins)"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|deepseek-small|Trintech", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "BlackLine / Trintech — enterprise-grade, heavy reconciliation, usually overkill (require dedicated admins, higher cost)"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|deepseek-small|SkyStem", "prompt": "c199-s5", "model": "deepseek-small", "cat": "financial-close-management", "variant": "scale", "raw": "SkyStem", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Focus your shortlist on mid-market/lightweight players — FloQast, Numeric, DOKKA, SkyStem"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|google-small|BlackLine", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-grade close software (like BlackLine or Trintech) is far too complex and expensive for your needs."}, {"id": "mai-20260918-0023-calibration_b|c199-s5|google-small|Trintech", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade close software (like BlackLine or Trintech) is far too complex and expensive for your needs."}, {"id": "mai-20260918-0023-calibration_b|c199-s5|google-small|FloQast", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "expect custom quotes starting above **$12,000/year** and a longer implementation cycle... rule out FloQast immediately"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|google-small|Easy Month End", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Easy Month End", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "A highly affordable tool (ranging from **$45 to $89/month**) built specifically to link with QBO or Xero."}, {"id": "mai-20260918-0023-calibration_b|c199-s5|google-small|Numeric", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Numeric has quickly become one of the most popular modern alternatives to FloQast... schedule demos with **Easy Month End** or **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|google-small|Puzzle", "prompt": "c199-s5", "model": "google-small", "cat": "financial-close-management", "variant": "scale", "raw": "Puzzle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Puzzle is an AI-driven, modern general ledger... built-in, automated month-end close checklist directly inside the accounting system"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|meta-small|FloQast", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**FloQast**: Best for checklist-based close management."}, {"id": "mai-20260918-0023-calibration_b|c199-s5|meta-small|Numeric", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Numeric**: Suitable for mid-sized to enterprise teams needing transaction-level visibility and AI-driven close."}, {"id": "mai-20260918-0023-calibration_b|c199-s5|meta-small|DOKKA Close", "prompt": "c199-s5", "model": "meta-small", "cat": "financial-close-management", "variant": "scale", "raw": "DOKKA Close", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**DOKKA Close**: Built for mid-market finance teams (2–10 people) on NetSuite, SAP Business One, QuickBooks, Priority, etc."}, {"id": "mai-20260918-0023-calibration_b|c199-s5|mistral-small|BlackLine", "prompt": "c199-s5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Research and demo tools like: BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|mistral-small|FloQast", "prompt": "c199-s5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Research and demo tools like: ... FloQast"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|mistral-small|Adra by Trintech", "prompt": "c199-s5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Research and demo tools like: ... Adra by Trintech"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|mistral-small|ReconArt", "prompt": "c199-s5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Research and demo tools like: ... ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|mistral-small|Vena", "prompt": "c199-s5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Research and demo tools like: ... Vena"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|mistral-small|Workiva", "prompt": "c199-s5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Research and demo tools like: ... Workiva"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|mistral-small|HighRadius", "prompt": "c199-s5", "model": "mistral-small", "cat": "financial-close-management", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Research and demo tools like: ... HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|moonshot-small|Numeric", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Request demos from Numeric, FloQast, and Adra (best fits for your size)"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|moonshot-small|FloQast", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request demos from Numeric, FloQast, and Adra (best fits for your size)"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|moonshot-small|Adra by Trintech", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Request demos from Numeric, FloQast, and Adra (best fits for your size)"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|moonshot-small|DOKKA", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "DOKKA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small teams needing AI automation | Custom | ~4 weeks | Purpose-built for small/mid-size"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|moonshot-small|Cube", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FP&A + close combined | Custom | Varies | Good if you also need budgeting"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|moonshot-small|BlackLine", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "❌ Enterprise platforms (BlackLine, Trintech Cadency) — overkill for 30 people"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|moonshot-small|Trintech Cadency", "prompt": "c199-s5", "model": "moonshot-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "❌ Enterprise platforms (BlackLine, Trintech Cadency) — overkill for 30 people"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|xai-small|FloQast", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Prioritize solutions fitting SMBs/lower mid-market, like FloQast, Numeric, Vena, or BlackLine (scaled down)"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|xai-small|Numeric", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "| **Numeric** | AI automation, fast setup | $30/user/mo | NetSuite, QuickBooks, Xero | 4.8/5 |"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|xai-small|Vena", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "| **Vena** | Reporting-heavy teams | Custom | Excel-integrated, mid-market | 4.7/5 |"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|xai-small|BlackLine", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "| **BlackLine** | Deep recs (if scaling soon) | Quote-based | Broad ERPs | 4.5/5 |"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|xai-small|OneStream", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "over enterprise-heavy ones like OneStream or Trintech unless you have complex needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|xai-small|Trintech", "prompt": "c199-s5", "model": "xai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "over enterprise-heavy ones like OneStream or Trintech unless you have complex needs"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|FloQast", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**FloQast** | Small‑mid‑market close management with strong workflow and audit features | Intuitive UI, great audit trail... | 2–8 weeks"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|Numeric", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Numeric** | Close orchestration with automation, especially for teams under 200 | Strong reconciliation, journal tracking, real‑time status | 2–8 weeks"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|Trintech (Adra)", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Trintech (Adra)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Trintech (Adra)** | Reconciliation‑heavy workflows and consolidation | Deep reconciliation, strong audit evidence | 3–9 months"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|BlackLine", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**BlackLine** | Large reconciliation volumes and audit‑grade controls | ... | 3–12 months"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|OneStream", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unified close and consolidation platform, strong workflow, but heavier | 3–6 months"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|Planful", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Planful** | Mid‑market to enterprise with governed period‑end workflows"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|Lucanet", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Lucanet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Lucanet** | Multi‑entity finance teams needing controlled close processes with evidence"}, {"id": "mai-20260918-0023-calibration_b|c199-s5|zai-small|Workiva", "prompt": "c199-s5", "model": "zai-small", "cat": "financial-close-management", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Workiva** | Audit‑grade reporting and close management | Excellent reporting, strong evidence, good for public companies"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|alibaba-small|BlackLine", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Heavy Enterprise Suites (e.g., BlackLine, Workiva, OneStream) ... **Why to Avoid:** These platforms often require significant upfront implementation time"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|alibaba-small|Workiva", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Heavy Enterprise Suites (e.g., BlackLine, Workiva, OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|alibaba-small|OneStream", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Heavy Enterprise Suites (e.g., BlackLine, Workiva, OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|alibaba-small|Asana", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "general project management tools (like Asana, Trello, or basic Jira boards) as their entire close management solution ... **Why to Avoid:** ... they lack **accounting domain logic**"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|alibaba-small|Trello", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "general project management tools (like Asana, Trello, or basic Jira boards) as their entire close management solution"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|alibaba-small|Jira", "prompt": "c199-s6", "model": "alibaba-small", "cat": "financial-close-management", "variant": "negative", "raw": "Jira", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "like Asana, Trello, or basic Jira boards ... they lack **accounting domain logic**"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|anthropic-small|BlackLine", "prompt": "c199-s6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "BlackLine typically requires substantial IT support and pricing targets enterprise budgets, with implementation and cost rarely matching the needs of small finance teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|anthropic-small|Zoho Books", "prompt": "c199-s6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Zoho Books lacks dedicated close features like amortization, flux analysis, or task tracking found in other platforms"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|anthropic-small|Cube", "prompt": "c199-s6", "model": "anthropic-small", "cat": "financial-close-management", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cube primarily focuses on FP&A, which means it lacks close-focused features like amortization and reconciliation workflows"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|challenger-small|BlackLine", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade platforms like BlackLine, FloQast, Prophix, Aico, or similar close suites** if your close is still simple and spreadsheet-based"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|challenger-small|FloQast", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade platforms like BlackLine, FloQast, Prophix, Aico, or similar close suites** if your close is still simple and spreadsheet-based"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|challenger-small|Prophix", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Prophix", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade platforms like BlackLine, FloQast, Prophix, Aico, or similar close suites** if your close is still simple and spreadsheet-based"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|challenger-small|Aico", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Aico", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise-grade platforms like BlackLine, FloQast, Prophix, Aico, or similar close suites** if your close is still simple and spreadsheet-based"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|challenger-small|Close CRM", "prompt": "c199-s6", "model": "challenger-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "small businesses should be cautious with **Close CRM** if they need permanent free pricing, advanced marketing automation"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|deepseek-small|Salesforce", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Nearly every small-business CRM guide flags Salesforce as the top tool to steer clear of."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|deepseek-small|Copper", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Copper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Experts recommend smaller, flexible tools like Copper or Pipedrive for small businesses instead."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|deepseek-small|Pipedrive", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Experts recommend smaller, flexible tools like Copper or Pipedrive for small businesses instead."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|deepseek-small|Zoho CRM", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "many users call it \"the worst CRM I've ever used\" due to a clunky, counterintuitive design"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|deepseek-small|Bigin", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Bigin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho's *Bigin* (a simpler product) is often recommended instead"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|deepseek-small|HubSpot", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "HubSpot's free CRM is genuinely useful, but it hooks you in: **Paid tiers jump steeply**"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|deepseek-small|Less Annoying CRM", "prompt": "c199-s6", "model": "deepseek-small", "cat": "financial-close-management", "variant": "negative", "raw": "Less Annoying CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "simpler, focused tools (like Pipedrive, Copper, Bigin, or Less Annoying CRM) are a far safer bet"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|BlackLine", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise Giants to Avoid: BlackLine and Trintech (Cadency)"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Trintech's Cadency", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trintech's Cadency", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they are entirely unsuitable for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Oracle Financial Consolidation and Close (FCCS)", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Oracle Financial Consolidation and Close (FCCS)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "ERP-Tethered Systems to Avoid: Oracle FCCS & SAP Group Reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|SAP Group Reporting", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP Group Reporting", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "ERP-Tethered Systems to Avoid: Oracle FCCS & SAP Group Reporting"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Workiva", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Compliance-First Platforms to Avoid: Workiva"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Asana", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generalist Project Management Tools to Avoid (as a Close Solution)"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Monday.com", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why you should be cautious: No GL Integration"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Trello", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Generalist Project Management Tools to Avoid (as a Close Solution): Asana, Monday.com, Trello, or ClickUp"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|ClickUp", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Generalist Project Management Tools to Avoid (as a Close Solution): Asana, Monday.com, Trello, or ClickUp"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|FloQast", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "FloQast remains highly popular because it allows accounting teams to keep working in their existing Excel or Google Sheets workbooks"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Numeric", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "A fast-growing, highly intuitive close management tool designed for modern, agile teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|google-small|Adra (by Trintech)", "prompt": "c199-s6", "model": "google-small", "cat": "financial-close-management", "variant": "negative", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "their *Adra* suite is specifically designed as a streamlined, faster-to-implement alternative for mid-market and smaller growing businesses"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|meta-small|Monday.com", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "already using project management tools like Monday.com, extending its functionality might be more effective than adopting a separate close management tool"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|meta-small|Double", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Double", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Double - Offers AI-driven close management and connects to various ERPs."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|meta-small|Close CRM", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Close CRM - A sales-focused CRM that can help small businesses manage sales conversations from one place."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|meta-small|Numeric", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Provides transaction-level visibility and AI-driven close, suitable for mid-sized to enterprise teams."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|meta-small|FloQast", "prompt": "c199-s6", "model": "meta-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers lightweight close checklists and task management, suitable for teams needing straightforward close processes."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|minimax-small|BlackLine", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**BlackLine** and **Workiva** - These require dedicated administrators and significant setup costs."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|minimax-small|Workiva", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**BlackLine** and **Workiva** - These require dedicated administrators and significant setup costs."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|minimax-small|Close CRM", "prompt": "c199-s6", "model": "minimax-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overpriced CRM Tools (like Close CRM)... Overkill for solo founders or very small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|mistral-small|Close CRM", "prompt": "c199-s6", "model": "mistral-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close CRM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some CRMs, like Close CRM, are built primarily for sales teams and may lack robust accounting or financial close capabilities."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|moonshot-small|BlackLine", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** Requires dedicated admin teams and ~6 month implementation"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|moonshot-small|Workiva", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similar to BlackLine—enterprise-focused with heavy implementation requirements"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|moonshot-small|SAP/Oracle Financial Close Solutions", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "SAP/Oracle Financial Close Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Modular but still enterprise-scale; overkill for small teams"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|moonshot-small|Notion", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Spreadsheet, Notion, or lightweight task system"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|moonshot-small|Numeric", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Numeric** or **FloQast** (more accessible pricing) ... **Numeric** (~$30/mo/user)"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|moonshot-small|FloQast", "prompt": "c199-s6", "model": "moonshot-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Numeric** or **FloQast** (more accessible pricing)"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Salesforce", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Salesforce Essentials/Starter or Full Salesforce**:\n   - **Why avoid/caution**: Designed for large teams (50+ users)"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Microsoft Dynamics 365", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Microsoft Dynamics 365", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why avoid/caution**: Enterprise-focused with heavy integration demands"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|HubSpot", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**HubSpot Enterprise or Sales Hub Pro**: ... **Why avoid/caution**: Free/lower tiers are SMB-friendly, but scaling to Pro ($100+/user/month) brings unnecessary marketing/sales depth"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Close.com", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Close.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "complaints include steep learning curve, limited customization/mobile app, call bugs, and no free plan—overkill"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Pipedrive", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Pipedrive", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB-tuned: Pipedrive, Freshsales, Nimble—simple pipelines, flat/low pricing, easy setup."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|FloQast", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Month-end close tools (e.g., FloQast, BlackLine)**: Mostly for mid-sized finance teams; too pricey (thousands/year) and ERP-heavy for small ops"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|BlackLine", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "too pricey (thousands/year) and ERP-heavy for small ops still using QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Zoho CRM", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Zoho CRM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free/lightweight: HubSpot CRM Free, Zoho CRM (starts $14/user)."}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Freshsales", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Freshsales", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "SMB-tuned: Pipedrive, Freshsales, Nimble—simple pipelines"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Nimble", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Nimble", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SMB-tuned: Pipedrive, Freshsales, Nimble—simple pipelines, flat/low pricing"}, {"id": "mai-20260918-0023-calibration_b|c199-s6|xai-small|Xero/QuickBooks add-ons", "prompt": "c199-s6", "model": "xai-small", "cat": "financial-close-management", "variant": "negative", "raw": "Xero/QuickBooks add-ons", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "If your \"close management\" means finance closes, stick to Xero/QuickBooks add-ons over dedicated platforms."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|alibaba-small|BlackLine", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the market leader for general enterprise reconciliation and financial close automation."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|alibaba-small|Trintech Cadency", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a direct competitor to BlackLine but differentiates itself through a \"governance-first\" approach"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|alibaba-small|OneStream", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Consolidation & Planning ... It is a massive investment."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|alibaba-small|HighRadius", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your main pain point is applying incoming cash ... HighRadius is superior."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|alibaba-small|FloQast", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FloQast now serves larger enterprises. It is known for a modern user experience, faster deployment times"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|alibaba-small|SmartStream", "prompt": "c200-l1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SmartStream is the specialist choice for liquidity and reconciliation management"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|anthropic-small|BlackLine", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the most recommended for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|anthropic-small|Trintech", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech** is another strong enterprise option."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|anthropic-small|FloQast", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast wins on accountant-friendly UX and user satisfaction. It's best for mid-market finance and accounting teams"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|anthropic-small|OneStream", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other Notable Options - **OneStream**"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|anthropic-small|Numeric", "prompt": "c200-l1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Numeric is a modern, AI-first close platform designed for accounting teams"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|challenger-small|BlackLine", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is **BlackLine** if you want the broadest enterprise-grade reconciliation platform"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|challenger-small|Trintech Cadency", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech Cadency** is the main alternative and is repeatedly listed alongside BlackLine as a leading enterprise option"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|challenger-small|CCH Tagetik", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ERP-suite-centered architecture | **CCH Tagetik / OneStream / Oracle**"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|challenger-small|OneStream", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ERP-suite-centered architecture | **CCH Tagetik / OneStream / Oracle**"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|challenger-small|Oracle", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ERP-suite-centered architecture | **CCH Tagetik / OneStream / Oracle**"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|challenger-small|HighRadius", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High transaction matching in O2C / fintech / banking | **HighRadius** or **ReconArt**"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|challenger-small|ReconArt", "prompt": "c200-l1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "High transaction matching in O2C / fintech / banking | **HighRadius** or **ReconArt**"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|deepseek-small|BlackLine", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Default enterprise pick:** **BlackLine** — broadest capability, proven at scale, strongest audit/compliance controls."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|deepseek-small|Trintech (Cadency)", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If high-volume AR/payment matching is your #1 pain point:** lean toward **Trintech Cadency**."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|deepseek-small|FloQast", "prompt": "c200-l1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "it's built more for mid-market/Excel-heavy teams ... it lacks BlackLine/Trintech's depth for very large multi-ERP footprints"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|google-small|BlackLine", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine — Best Overall for Enterprise Compliance & SAP/Oracle Ecosystems ... undisputed heavyweight champion"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|google-small|Trintech (Cadency)", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Complex, Multi-ERP Enterprises ... BlackLine's direct rival in the high-end enterprise space"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|google-small|HighRadius", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B Cash Application & AI-Agentic Close"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|google-small|FloQast", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Rapid Implementation & Mid-to-Large B2B Enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|google-small|ZoneReconcile (by Zone & Co)", "prompt": "c200-l1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ZoneReconcile (by Zone & Co)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for NetSuite-Native B2B Companies"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|meta-small|Finance Copilot", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Finance Copilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include Finance Copilot, Numeric, Prophix, Satva Solutions, and Maxima."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|meta-small|Numeric", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include Finance Copilot, Numeric, Prophix, Satva Solutions, and Maxima."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|meta-small|Prophix", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include Finance Copilot, Numeric, Prophix, Satva Solutions, and Maxima."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|meta-small|Satva Solutions", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Satva Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top results include Finance Copilot, Numeric, Prophix, Satva Solutions, and Maxima."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|meta-small|Maxima", "prompt": "c200-l1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Maxima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top results include Finance Copilot, Numeric, Prophix, Satva Solutions, and Maxima."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|BlackLine", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** and **Trintech Cadency** are the most established enterprise-grade solutions"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|Trintech Cadency", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlackLine** and **Trintech Cadency** are the most established enterprise-grade solutions"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|HighRadius", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For high invoice volume O2C:** HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|FloQast", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For faster implementation + usability:** FloQast"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|Ledge", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ledge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Ledge** | High-volume enterprises | Real-time matching across multiple sources |"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|ReconArt", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **ReconArt** | Banks, fintechs, large retailers | Handles massive transaction volumes |"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|Oracle Account Reconciliation Cloud", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Oracle Account Reconciliation Cloud** | Oracle ERP users | Native Oracle integration |"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|minimax-small|OneStream", "prompt": "c200-l1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **OneStream** | OneStream ERP users | Integrated financial consolidation |"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|mistral-small|BlackLine", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine** is the best overall choice due to its comprehensive features, scalability, and strong governance controls"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|mistral-small|Trintech (Cadency)", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "for global enterprises with complex needs, **Trintech (Cadency)** is also a top contender"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|mistral-small|Oracle Account Reconciliation Cloud Service (ARCS)", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Account Reconciliation Cloud Service (ARCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company uses Oracle, **Oracle ARCS** is a natural fit"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|mistral-small|Fiserv Frontier Reconciliation", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Fiserv Frontier Reconciliation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for large enterprises, especially in banking and financial services."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|mistral-small|ReconArt", "prompt": "c200-l1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers strong administrative management, data integration, and exception management technology."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|moonshot-small|BlackLine", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BlackLine** if you need the most comprehensive, proven platform with extensive customization"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|moonshot-small|Trintech Cadency", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Trintech Cadency** if you want faster ROI, stronger AI capabilities, and more modern automation features."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|moonshot-small|FloQast", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **mid-market B2B companies** looking to scale: **FloQast** offers an excellent balance"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|moonshot-small|Numeric", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Fast Implementation** | FloQast or Numeric |"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|moonshot-small|Trintech Adra", "prompt": "c200-l1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Trintech Adra (mid-market) or Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|openai-small|BlackLine", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default answer is **BlackLine** as the leading account reconciliation platform"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|openai-small|Trintech", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech** and **Oracle Cloud EPM** as the strongest alternatives"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|openai-small|Oracle Cloud EPM", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you're already deep in the **Oracle ecosystem**"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|openai-small|FloQast", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Worth shortlisting if your needs are broader close/consolidation/reporting rather than reconciliation alone"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|openai-small|OneStream", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Worth shortlisting if your needs are broader close/consolidation/reporting rather than reconciliation alone"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|openai-small|Wolters Kluwer CCH Tagetik", "prompt": "c200-l1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Worth shortlisting if your needs are broader close/consolidation/reporting rather than reconciliation alone"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|xai-small|BlackLine", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** (Most frequently top-rated for enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|xai-small|Trintech (Cadency/Adra suite)", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Cadency/Adra suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tailored for enterprise/mid-market with separate tools for scale; 99%+ auto-match rates"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|xai-small|Oracle Account Reconciliation Cloud (ARC)", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle Account Reconciliation Cloud (ARC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Seamless if you're on Oracle ERP/EPM; AI-assisted matching"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|xai-small|OneStream", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unified CPM platform w/ recon"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|xai-small|HighRadius", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Agentic AI for AR/high-volume"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|xai-small|FloQast", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Accountant-friendly workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|xai-small|Wolters Kluwer CCH Tagetik", "prompt": "c200-l1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Wolters Kluwer CCH Tagetik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-driven autonomous close"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|zai-small|BlackLine", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the go-to for deep enterprise controls and audit readiness."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|zai-small|HighRadius", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**HighRadius** leads in AI-driven automation for high-volume, global enterprises."}, {"id": "mai-20260918-0023-calibration_b|c200-l1|zai-small|Trintech Cadency", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ideal for strict compliance and control-heavy environments"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|zai-small|OneStream", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you need a unified CPM and consolidation platform"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|zai-small|Numeric", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "offers transparent pricing and fast rollout for mid-market to enterprise teams"}, {"id": "mai-20260918-0023-calibration_b|c200-l1|zai-small|FloQast", "prompt": "c200-l1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "excels when accountant usability and reviewer satisfaction are top priorities"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|Xero", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Simple tools (like Xero or QuickBooks) or entry-level plugins will not suffice."}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|QuickBooks", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Simple tools (like Xero or QuickBooks) or entry-level plugins will not suffice."}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|BlackLine", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Gold Standard: BlackLine ... widely considered the market leader for large organizations"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|Trintech", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Heavyweight Competitor: Trintech ... the direct competitor to BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|HighRadius", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HighRadius** (Best for \"Cash Application\")"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|Oracle Fusion Cloud", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Includes \"Automated Bank Reconciliation\" driven by AI that suggests matches"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|NetSuite", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NetSuite has excellent native bank feeds and automated matching rules"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|Microsoft Dynamics 365 Finance", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offers strong \"Smart Bank Matching\" features"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|alibaba-small|Tipalti", "prompt": "c200-l2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Tipalti** (Focuses on Payables, good for controlled disbursements)"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|anthropic-small|BlackLine", "prompt": "c200-l2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: BlackLine ... the established market leader in enterprise financial close automation"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|anthropic-small|Trintech Cadency", "prompt": "c200-l2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## **Alternative: Trintech Cadency**"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|anthropic-small|Assure", "prompt": "c200-l2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Assure", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Trintech offers Cadency for large enterprises and Assure for mid-market organizations"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|anthropic-small|HighRadius' AI Powered Bank Reconciliation Software", "prompt": "c200-l2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius' AI Powered Bank Reconciliation Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise-Focused Alternatives ... HighRadius' AI Powered Bank Reconciliation Software is a Gartner-named 2x Challenger"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|challenger-small|BlackLine", "prompt": "c200-l2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BlackLine** as the first option to evaluate"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|challenger-small|Trintech", "prompt": "c200-l2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Trintech** and **HighRadius** as the strongest alternatives"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|challenger-small|HighRadius", "prompt": "c200-l2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius** is worth shortlisting as well"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|deepseek-small|BlackLine", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the safest, most complete recommendation for bank/balance-sheet reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|deepseek-small|Trintech (Cadency)", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Trintech (Cadency)"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|deepseek-small|HighRadius", "prompt": "c200-l2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose HighRadius instead if your dominant pain point is AR/cash-application-driven reconciliation at scale"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|google-small|BlackLine", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine: Best Overall for Financial Close & Balance Sheet Reconciliation... the undisputed market leader in enterprise financial close automation"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|google-small|Trintech Cadency", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cadency by Trintech is BlackLine's primary competitor in the large enterprise space."}, {"id": "mai-20260918-0023-calibration_b|c200-l2|google-small|HighRadius", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your bottleneck is B2B Invoice Matching (Accounts Receivable / Cash Application): Go with HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c200-l2|google-small|Kyriba", "prompt": "c200-l2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your bottleneck is Multi-Bank Liquidity, Treasury, and FX Management: Go with Kyriba."}, {"id": "mai-20260918-0023-calibration_b|c200-l2|meta-small|BlackLine", "prompt": "c200-l2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best bank reconciliation automation for a large B2B company with thousands of employees would be BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|minimax-small|BlackLine", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **BlackLine** as the top choice for bank reconciliation automation"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|minimax-small|FloQast", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives to Consider: 1. **FloQast**"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|minimax-small|Kyriba", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Kyriba** - Best for: Treasury-focused organizations needing integrated cash management"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|minimax-small|Vic.ai", "prompt": "c200-l2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Vic.ai** - Best for: Companies prioritizing accounts payable automation"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|mistral-small|HighRadius", "prompt": "c200-l2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the top recommendation due to its proven scalability, AI-powered automation"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|mistral-small|BlackLine", "prompt": "c200-l2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best suited for SOX-compliant enterprises with multi-entity books"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|mistral-small|Nomentia", "prompt": "c200-l2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Targeted at mid-to-large businesses and multinational corporations, offering flexibility and high automation"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|moonshot-small|BlackLine", "prompt": "c200-l2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary choice: BlackLine – if you need the most established, audit-ready solution"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|moonshot-small|Trintech Cadency", "prompt": "c200-l2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Trintech Cadency – if your primary pain point is high-volume transaction matching"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|moonshot-small|HighRadius", "prompt": "c200-l2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Is AR/cash application also a problem? → Consider HighRadius for the broader solution"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|openai-small|BlackLine", "prompt": "c200-l2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the safest default for a large, complex enterprise"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|openai-small|Trintech", "prompt": "c200-l2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pick Trintech** if your main priority is **enterprise reconciliation at very high transaction volumes**"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|openai-small|HighRadius", "prompt": "c200-l2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider HighRadius** if you want reconciliation bundled tightly with a broader **record-to-report / financial close** suite"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|xai-small|BlackLine", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **BlackLine** as the top bank reconciliation automation solution"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|xai-small|HighRadius", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if AR/cash app is a big pain point in B2B"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|xai-small|ReconArt", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pure-play for ultra-high-volume matching ... but less close-management breadth"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|xai-small|Trintech Cadency/Adra", "prompt": "c200-l2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Cadency/Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent for regulated/multi-national setups with complex reconciliations."}, {"id": "mai-20260918-0023-calibration_b|c200-l2|zai-small|BlackLine", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top pick:** **BlackLine** (Bank Reconciliation module as part of its Financial Close & Controls platform)"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|zai-small|HighRadius", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for continuous‑close, high‑volume environments; strong SAP integration; may be more complex to implement than needed"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|zai-small|AutoRek", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very powerful for high‑volume, regulatory‑heavy environments; can be overkill if you have moderate transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|zai-small|SAP Built‑in (EBS/FEBAN)", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "SAP Built‑in (EBS/FEBAN)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're fully on SAP and want a low‑cost, integrated solution; less flexible for multi‑ERP"}, {"id": "mai-20260918-0023-calibration_b|c200-l2|zai-small|NetSuite / Sage Intacct", "prompt": "c200-l2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite / Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "May not meet the control depth and multi‑entity governance needs of a very large B2B organization."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|alibaba-small|BlackLine", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is the dominant player in the automated financial close space."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|alibaba-small|Celosync", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Celosync", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Celosync is a \"Big Data\" platform designed for **operational reconciliation**."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|alibaba-small|TRIG (by Thoma Bravo)", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "TRIG (by Thoma Bravo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TRIG is a modern, cloud-native competitor to BlackLine that focuses heavily on the **User Experience (UX)**."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|alibaba-small|J.Sam Solutions", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "J.Sam Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "J.Sam is a global leader with a heavy presence in Asia, Europe, and North America."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|alibaba-small|HighRadius", "prompt": "c200-l3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HighRadius has become a powerhouse in **Accounts Payable and Accounts Receivable reconciliation**."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|anthropic-small|BlackLine", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine leads the market with robust compliance and audit features"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|anthropic-small|Fiserv Frontier Reconciliation", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Fiserv Frontier Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's geared toward large enterprises, particularly banks and financial institutions"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|anthropic-small|Numeric", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeric offers the fastest implementation of enterprise-grade platforms (~one week vs. months for alternatives)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|anthropic-small|Trintech (Cadency and Adra)", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency and Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trintech covers both enterprise (Cadency) and mid-market (Adra) with strong transaction matching"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|anthropic-small|Oracle Account Reconciliation Cloud (ARCS)", "prompt": "c200-l3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation Cloud (ARCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "requires significant IT involvement and lacks flexibility for finance-owned workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|BlackLine", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest **enterprise close governance**, strong SOX-style controls, and broad ERP support."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|Trintech Cadency", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Trintech Cadency** if you need **enterprise record-to-report governance**"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|HighRadius", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **HighRadius** if the biggest issue is **transaction volume**"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|OneStream", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Reconciliation is **embedded in a unified planning/consolidation platform**, not a standalone-first tool."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|SmartStream", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Focus on **treasury and capital markets reconciliation** rather than general corporate close."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|AutoRek", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong in **financial services reconciliation** with high-volume exception handling."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|Oracle Account Reconciliation Cloud (ARCS)", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation Cloud (ARCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Enterprise account reconciliation tightly aligned to the **Oracle ecosystem**."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|challenger-small|ReconArt", "prompt": "c200-l3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Specialist in **configurable transaction matching** and auditable exception workflows."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|BlackLine", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: The broadest enterprise-grade close & reconciliation platform (4,000+ customers, 20+ years in market)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|Trintech (Cadency / Adra)", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Large, global, public companies (3,500+ customers)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|Oracle Account Reconciliation Cloud (ARCS, part of Fusion Cloud EPM)", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation Cloud (ARCS, part of Fusion Cloud EPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Organizations already embedded in Oracle ERP"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|OneStream", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Complex global enterprises wanting reconciliation inside a unified EPM/planning platform"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|HighRadius", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: High-volume, agentic \"record-to-report\" (R2R) automation at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|SmartStream (TLM / Smart Reconciliations)", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM / Smart Reconciliations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Capital markets, investment banking, payments, and asset management"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|FloQast", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: Mid-market teams heavily invested in Excel/Google Sheets workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|AutoRek", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for: Regulated financial services (payments, investments, insurance)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|Aico", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "frequently tops rankings for enterprise reconciliation (9.5/10)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|Numeric", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "fast-to-implement (~1 week) mid-market/enterprise option"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|ReconArt", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "specialist pick for high-volume bank/fintech transaction matching (lower cost)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|SolveXia", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SolveXia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "automation/analytics tools for smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|deepseek-small|Alteryx", "prompt": "c200-l3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "automation/analytics tools for smaller teams or finance teams wanting no-code/low-code reconciliation prep"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|BlackLine", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight of the enterprise financial close market."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|Trintech (Cadency / Adra)", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BlackLine's primary competitor... Choose **BlackLine or Trintech** if you are a publicly-traded multinational"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|Numeric", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Numeric or FloQast** if you are a fast-growing, mid-market enterprise"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|FloQast", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Numeric or FloQast** if you are a fast-growing, mid-market enterprise"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|SmartStream (TLM Reconciliations Premium)", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations Premium)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The legacy standard in global investment banking and capital markets."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|Duco", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Duco", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Duco** if you manage a fintech, payments app, or modern investment firm"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|Gresham Technologies (Clareti)", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Gresham Technologies (Clareti)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Gresham's *Clareti* platform specializes in **intraday, real-time reconciliation**"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|google-small|Fiserv (Frontier Reconciliation)", "prompt": "c200-l3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Fiserv (Frontier Reconciliation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For:** Retail banks, credit unions, and heavy payment processors."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|BlackLine", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BlackLine is best for mature multi-agent close ecosystems"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|Trintech (Cadency)", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Trintech (Cadency) is best for large, global, public companies"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|OneStream", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "OneStream is best for reconciliation inside unified EPM"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|HighRadius", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius is best for agentic R2R at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|Bluecopa", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bluecopa is best for unified O2C + P2P + R2R reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|FloQast", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "FloQast is best for accountant-first close and audit trail"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|SmartStream (TLM Reconciliations)", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "SmartStream is best for capital markets and banking reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|meta-small|AutoRek", "prompt": "c200-l3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AutoRek is best for regulated financial services reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|BlackLine", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant player in enterprise financial close automation... Deepest enterprise-grade reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|Trintech Cadency", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A governance-first platform with strong controls emphasis"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|Oracle Hyperion Financial Close Management / Oracle Cloud EPM", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Hyperion Financial Close Management / Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Oracle-heavy enterprises → Oracle Cloud EPM Account Reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|SAP Financial Closing (via SAP Advanced Financial Closing)", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SAP Financial Closing (via SAP Advanced Financial Closing)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SAP-heavy enterprises → BlackLine or SAP Advanced Financial Closing"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|FloQast", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market with close coordination pain → FloQast or Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|ReconArt", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "High-volume banking/fintech → ReconArt or Osfin"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|Solvexia", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Solvexia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Complex multi-entity reconciliation | No-code flexibility"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|HighRadius", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Order-to-cash, invoice processing | AI invoice/receipt matching"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|Numeric", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Mid-market with close coordination pain → FloQast or Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|minimax-small|Osfin", "prompt": "c200-l3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Osfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "High-volume banking/fintech → ReconArt or Osfin"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|mistral-small|BlackLine", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for large enterprises needing structured balance sheet reconciliation, close control, and audit evidence across many entities"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|mistral-small|Trintech (Cadency)", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cadency excels in transaction matching depth ... though it uses rule-based matching and has a segmented architecture"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|mistral-small|SmartStream (TLM Reconciliations)", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream (TLM Reconciliations)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the go-to for financial institutions with high-volume, complex transaction matching requirements"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|mistral-small|AutoRek", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focuses on regulated financial services, offering strong compliance and audit features"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|mistral-small|OneStream", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best for companies that want consolidation, reporting, and reconciliation in one place"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|mistral-small|HighRadius", "prompt": "c200-l3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Designed for agentic Record-to-Report (R2R) at enterprise scale, with strong ERP integration and AI-driven automation"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|BlackLine", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Deepest enterprise-grade reconciliation platform with 20+ years in market"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|Trintech Cadency", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Trintech if you want strong auto-match rates with flexible enterprise/mid-market options"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|HighRadius", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when reconciliation is primarily a high-volume matching problem"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|Oracle Account Reconciliation", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Oracle if you're already invested in the Oracle ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|ReconArt", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialist transaction matching engine, not a general close platform"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|FloQast", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Limitation: Less suited for 50+ entity enterprises compared to BlackLine/Trintech"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|OneStream", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Reconciliation inside unified EPM platform"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|moonshot-small|AutoRek", "prompt": "c200-l3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Compliance/Audit | BlackLine, ReconArt, AutoRek"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|openai-small|BlackLine", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine**: strongest \"platform\" feel for finance operations and reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|openai-small|Oracle Cloud EPM Account Reconciliation (ARCS)", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Cloud EPM Account Reconciliation (ARCS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle ARCS**: best if you're committed to Oracle Cloud."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|openai-small|Trintech Cadency", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best-in-class reconciliation + close automation across multiple ERPs** → **BlackLine** or **Trintech**"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|openai-small|SAP-native close/reconciliation tools", "prompt": "c200-l3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SAP-native close/reconciliation tools", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these are usually less \"best-of-breed\" than the dedicated platforms above unless you're deeply standardized on SAP"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|BlackLine", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** - Dominant leader for large enterprises; used by 4,300+ customers."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|Trintech (Cadency for enterprise)", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency for enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in complex, high-volume matching... Faster ROI (14 mo vs. BlackLine's 24)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|FloQast", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular for mid-to-large teams, especially close workflows."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|OneStream", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Integrated with EPM/consolidation for holistic platforms."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|HighRadius", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AR-focused with agentic AI for R2R."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|Workiva", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tied to reporting and GRC."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|Oracle Reconciliation Compliance", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Reconciliation Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Native for Oracle ERP users."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|Numeric", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Others** like Numeric (modern AI)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|Bluecopa", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bluecopa (unified O2C/P2P/R2R)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|SmartStream", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SmartStream/AutoRek (financial services)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|xai-small|AutoRek", "prompt": "c200-l3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "SmartStream/AutoRek (financial services)"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|BlackLine", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BlackLine is widely considered the gold standard for enterprise financial operations."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|Trintech (Cadency)", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Risk-Based & Compliance Leader ... built specifically for large, global, and public companies"}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|OneStream", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "OneStream is unique because reconciliation is not a standalone module; it is **embedded** within its Enterprise Performance Management (EPM) suite."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|HighRadius", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius excels at automating the matching of customer payments to open invoices (Cash Application)."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|FloQast", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FloQast focuses on the user experience (UX) for the accountant. It is designed to be Excel-native."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|Bluecopa", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bluecopa positions itself as a \"Unified ERP Finance Operations\" platform."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|SmartStream", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SmartStream** (now part of FIS) is the leader in banking and capital markets reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-l3|zai-small|AutoRek", "prompt": "c200-l3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**AutoRek** is a leader in regulated financial services reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-l4|alibaba-small|BlackLine", "prompt": "c200-l4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start negotiations with **BlackLine** given its superior ecosystem and scalability"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|alibaba-small|Trintech (Cadency / Adra)", "prompt": "c200-l4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Strong Alternative: Trintech (Cadency / Adra)"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|alibaba-small|Oracle EPM Account Reconciliation", "prompt": "c200-l4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle EPM Account Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Using these native modules creates the most predictable cost structure"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|alibaba-small|Workday Financial Management", "prompt": "c200-l4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Workday Financial Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your company uses **Oracle or Workday** extensively, evaluate the **native reconciliation modules first**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|anthropic-small|Xero", "prompt": "c200-l4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Xero** - If Cost Predictability is Your Primary Concern"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|anthropic-small|BlackLine", "prompt": "c200-l4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. BlackLine** - Enterprise Standard with Subscription Pricing"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|anthropic-small|Trintech Adra", "prompt": "c200-l4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Trintech Adra** - Mid-Market to Enterprise with Clear Pricing Tiers"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|challenger-small|NetSuite Account Reconciliation", "prompt": "c200-l4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NetSuite Account Reconciliation", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NetSuite Account Reconciliation** is the best fit from this list because it uses an **annual license fee**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|challenger-small|BlackLine", "prompt": "c200-l4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine** is the market leader for large enterprises ... but its pricing is typically **quote-based** ... total cost is less predictable"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|challenger-small|Oracle Cloud EPM Account Reconciliation", "prompt": "c200-l4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Cloud EPM Account Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want broader CPM suite consolidation:** **Oracle Cloud EPM Account Reconciliation**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|challenger-small|Trintech Cadency", "prompt": "c200-l4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best enterprise alternative with strong close governance:** **Trintech Cadency**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|deepseek-small|FloQast", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid tools priced per user.** For thousands of seats, per-user models (FloQast at ~$65–$110/user/month...)"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|deepseek-small|Trintech Adra", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Adra", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid tools priced per user... Trintech Adra at ~$55–$95/user/month"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|deepseek-small|Numeric", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid tools priced per user... Numeric at $30/user/month"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|deepseek-small|BlackLine", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best overall recommendation: **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|deepseek-small|Trintech Cadency", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Trintech Cadency's per-entity/per-volume model is the closest alternative that also avoids scaling by headcount."}, {"id": "mai-20260918-0023-calibration_b|c200-l4|deepseek-small|OneStream", "prompt": "c200-l4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "effectively a flat enterprise platform but heavyweight and expensive"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|google-small|BlackLine", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** is the clear industry leader"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|google-small|Ledge", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ledge", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as *Ledge* or *DualEntry*), they are generally built for the mid-market and lack the depth required"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|google-small|DualEntry", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "DualEntry", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "such as *Ledge* or *DualEntry*), they are generally built for the mid-market and lack the depth required"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|google-small|Oracle Account Reconciliation (ARCS)", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Account Reconciliation (ARCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "this model results in astronomical and highly variable yearly costs as your team grows"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|google-small|FloQast", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "the seat licensing fees can quickly spiral out of control"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|google-small|OneStream", "prompt": "c200-l4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "its pricing and massive implementation footprint are often overkill"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|meta-small|BlackLine", "prompt": "c200-l4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best account reconciliation software for a large company that needs predictable total cost across thousands of users is BlackLine, Trintech Cadency, or Oracle Cloud EPM."}, {"id": "mai-20260918-0023-calibration_b|c200-l4|meta-small|Trintech Cadency", "prompt": "c200-l4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is BlackLine, Trintech Cadency, or Oracle Cloud EPM"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|meta-small|Oracle Cloud EPM", "prompt": "c200-l4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "is BlackLine, Trintech Cadency, or Oracle Cloud EPM"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|minimax-small|Insight Software – JustPerform (formerly \"JustPerform\" Reconciliation)", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Insight Software – JustPerform (formerly \"JustPerform\" Reconciliation)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the clearest winner today is **Insight Software's JustPerform (Reconciliation)**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|minimax-small|Novvl – Enterprise tier", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Novvl – Enterprise tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Novvl's Enterprise tier is a strong alternative"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|minimax-small|Reconciler.co – Scale plan", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Reconciler.co – Scale plan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the transaction caps (25 k–100 k/mo) may be too low for a truly massive enterprise"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|minimax-small|BlackLine", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you can still go with **BlackLine or FloQast**, but you must negotiate an **unlimited‑user site license**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|minimax-small|FloQast", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "you can still go with **BlackLine or FloQast**, but you must negotiate an **unlimited‑user site license**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|minimax-small|Trintech", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "All three will **quote a flat annual fee** for the full suite"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|minimax-small|Oracle EPM (Account Reconciliation – ARCS)", "prompt": "c200-l4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle EPM (Account Reconciliation – ARCS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "*not* ideal for thousands of seats ... the per‑user model works against the \"predictable total cost\" goal"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|mistral-small|BlackLine", "prompt": "c200-l4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** and **Trintech Cadency** are the top choices"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|mistral-small|Trintech Cadency", "prompt": "c200-l4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BlackLine** and **Trintech Cadency** are the top choices"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|moonshot-small|BlackLine", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary recommendation**: **Negotiate a multi-year enterprise agreement with BlackLine or Trintech**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|moonshot-small|FloQast", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Best For**: Mid-market teams (may not scale well to \"thousands of users\")"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|moonshot-small|Trintech", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Negotiate a multi-year enterprise agreement with BlackLine or Trintech**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|moonshot-small|Oracle Cloud EPM", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Alternative**: Consider **Oracle Cloud EPM** if you're already in the Oracle ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|moonshot-small|insightsoftware JustPerform", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "insightsoftware JustPerform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Emerging option**: Evaluate **Novvl Enterprise** or **insightsoftware JustPerform**, which explicitly offer unlimited user models"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|moonshot-small|Novvl", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Novvl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Emerging option**: Evaluate **Novvl Enterprise**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|moonshot-small|Reconciler", "prompt": "c200-l4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Reconciler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Reconciler** | Flat monthly tiers | Scale plan: **unlimited team members**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|openai-small|Oracle Account Reconciliation Cloud", "prompt": "c200-l4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Account Reconciliation Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Oracle is the stronger choice if your top priority is pricing predictability at scale"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|openai-small|BlackLine", "prompt": "c200-l4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Why BlackLine is still a top contender ... can make exact total cost less straightforward to predict"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|openai-small|Trintech", "prompt": "c200-l4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "side-by-side comparison of Oracle vs. BlackLine vs. Trintech"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|xai-small|Oracle Fusion Cloud EPM Account Reconciliation (ARCS)", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Fusion Cloud EPM Account Reconciliation (ARCS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "stands out as the best option for a large company needing predictable total costs across thousands of users"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|xai-small|BlackLine", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Alternatives like BlackLine excel in compliance depth but falter on cost transparency for massive user bases."}, {"id": "mai-20260918-0023-calibration_b|c200-l4|xai-small|Trintech Cadency", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "use opaque, quote-based models often tied to modules, transaction volume, entities, or custom negotiations"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|xai-small|FloQast", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Mid-market limit | Medium (but not enterprise-scale)"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|xai-small|ReconArt", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ReconArt/AutoRek (custom, volume-based)"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|xai-small|AutoRek", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "AutoRek", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "ReconArt/AutoRek (custom, volume-based)"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|xai-small|Numeric", "prompt": "c200-l4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Numeric/FloQast | Per-user (lower tiers)"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|zai-small|Numeric", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit today is **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|zai-small|BlackLine", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Keep **BlackLine, Trintech Cadency, Oracle EPM, and FloQast** as secondary options for deeper ERP/ecosystem needs."}, {"id": "mai-20260918-0023-calibration_b|c200-l4|zai-small|FloQast", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "secondary options for deeper ERP/ecosystem needs"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|zai-small|Trintech Cadency", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BlackLine, Trintech Cadency ... as secondary options"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|zai-small|Oracle Cloud EPM", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You\\u2019re already deeply embedded in Oracle EPM** and want out\\u2011of\\u2011the\\u2011box governance: Oracle Cloud EPM."}, {"id": "mai-20260918-0023-calibration_b|c200-l4|zai-small|HighRadius", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "high\\u2011volume, order\\u2011to\\u2011cash\\u2013driven matching (e.g., banks, fintechs): HighRadius or ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c200-l4|zai-small|ReconArt", "prompt": "c200-l4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HighRadius or ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|alibaba-small|BlackLine", "prompt": "c200-l5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist **BlackLine** and **Trintech Cadency** for a side-by-side pilot. Both meet SOC 2 Type II and SSO requirements natively."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|alibaba-small|Trintech", "prompt": "c200-l5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist **BlackLine** and **Trintech Cadency** for a side-by-side pilot."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|alibaba-small|Anaplan / Adaptive Insights (with recon modules)", "prompt": "c200-l5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Anaplan / Adaptive Insights (with recon modules)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Less pure-play but may reduce vendor sprawl if you're already a customer."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|challenger-small|BlackLine", "prompt": "c200-l5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **RFP scorecard** you can use with BlackLine, Trintech, HighRadius, Numeric, or similar tools."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|challenger-small|Trintech", "prompt": "c200-l5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you can use with BlackLine, Trintech, HighRadius, Numeric, or similar tools."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|challenger-small|HighRadius", "prompt": "c200-l5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you can use with BlackLine, Trintech, HighRadius, Numeric, or similar tools."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|challenger-small|Numeric", "prompt": "c200-l5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you can use with BlackLine, Trintech, HighRadius, Numeric, or similar tools."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|google-small|BlackLine", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The global market leader for enterprise. Extremely strong on compliance, high-volume transaction matching, and global entity management."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|google-small|Trintech (Cadency)", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A direct competitor to BlackLine. Designed specifically for massive, multi-ERP global organizations with intense internal control requirements."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|google-small|FloQast", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very popular because it integrates deeply with Excel and has an intuitive UI."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|google-small|Numeric", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A newer, AI-native entrant built for rapid transaction-level matching and automated month-end workflows."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|google-small|Oracle ARCS", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle ARCS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Oracle ARCS** (if you are an Oracle/NetSuite shop)"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|google-small|OneStream", "prompt": "c200-l5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "if you want reconciliation integrated directly into a wider Corporate Performance Management suite"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|meta-small|BlackLine", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine**: A comprehensive enterprise platform with extensive ERP ecosystem and strong SOX compliance features."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|meta-small|Trintech (Cadency)", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A large, global, public company-focused solution with robust security and compliance features."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|meta-small|OneStream", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A unified EPM platform that includes reconciliation capabilities."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|meta-small|HighRadius", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An agentic R2R solution at enterprise scale with strong security and compliance features."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|meta-small|Numeric", "prompt": "c200-l5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A cloud-based tool with transaction-level ERP integration and real-time monitoring."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|mistral-small|BlackLine", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3-5 vendors (e.g., BlackLine, ReconArt, Trintech, HighRadius, Cadency, Workiva)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|mistral-small|ReconArt", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with 3-5 vendors (e.g., BlackLine, ReconArt, Trintech, HighRadius, Cadency, Workiva)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|mistral-small|Trintech", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with 3-5 vendors (e.g., BlackLine, ReconArt, Trintech, HighRadius, Cadency, Workiva)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|mistral-small|HighRadius", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with 3-5 vendors (e.g., BlackLine, ReconArt, Trintech, HighRadius, Cadency, Workiva)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|mistral-small|Cadency", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with 3-5 vendors (e.g., BlackLine, ReconArt, Trintech, HighRadius, Cadency, Workiva)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|mistral-small|Workiva", "prompt": "c200-l5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Start with 3-5 vendors (e.g., BlackLine, ReconArt, Trintech, HighRadius, Cadency, Workiva)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|moonshot-small|BlackLine", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine**: Deepest enterprise-grade platform, industry leader for high-volume, compliance-heavy environments"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|moonshot-small|Trintech Cadency", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "End-to-end financial close with AI exception prediction, strong for multinationals"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|moonshot-small|FloQast", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "High user satisfaction, accountant-friendly, strong SOX compliance module"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|moonshot-small|OneStream", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you also need EPM/consolidation capabilities"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|moonshot-small|HighRadius", "prompt": "c200-l5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Agentic AI approach, 99% accuracy guarantees, strong for massive transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|xai-small|BlackLine", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 2-3 (e.g., BlackLine for comprehensiveness, HighRadius for AI)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|xai-small|HighRadius", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Shortlist 2-3 (e.g., BlackLine for comprehensiveness, HighRadius for AI)."}, {"id": "mai-20260918-0023-calibration_b|c200-l5|xai-small|OneStream", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top players like BlackLine, HighRadius, OneStream, Oracle Cloud EPM, and Numeric are frequently cited for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|xai-small|Oracle Cloud EPM", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top players like BlackLine, HighRadius, OneStream, Oracle Cloud EPM, and Numeric are frequently cited for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l5|xai-small|Numeric", "prompt": "c200-l5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top players like BlackLine, HighRadius, OneStream, Oracle Cloud EPM, and Numeric are frequently cited for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|alibaba-small|Excel", "prompt": "c200-l6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "reliance on spreadsheets (Excel) and email chains is the primary driver of enterprise risk... Why to Avoid: They lack version control, audit trails, and scalability."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|anthropic-small|BlackLine", "prompt": "c200-l6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "should use BlackLine or Trintech Cadency rather than tools positioned for payment operations"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|anthropic-small|Trintech Cadency", "prompt": "c200-l6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "should use BlackLine or Trintech Cadency rather than tools positioned for payment operations"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|DOKKA", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "DOKKA", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Mid-market tools** such as **DOKKA, Numeric, and FloQast** when the environment involves complex consolidation, heavy regulation, or very large transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|Numeric", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Mid-market tools** such as **DOKKA, Numeric, and FloQast** when the environment involves complex consolidation, heavy regulation"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|FloQast", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Mid-market tools** such as **DOKKA, Numeric, and FloQast** when the environment involves complex consolidation, heavy regulation"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|BlackLine", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the sources consistently point large enterprises toward **BlackLine, Trintech (Cadency), OneStream, HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|Trintech (Cadency)", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech (Cadency)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the sources consistently point large enterprises toward **BlackLine, Trintech (Cadency), OneStream, HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|OneStream", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "point large enterprises toward **BlackLine, Trintech (Cadency), OneStream, HighRadius, and sometimes Oracle Cloud EPM/CCH Tagetik**"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|HighRadius", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "depending on whether the main need is close governance, multi-ERP reconciliation, consolidation, or AR/cash application at scale"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|Oracle Cloud EPM", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "and sometimes Oracle Cloud EPM/CCH Tagetik** depending on whether the main need is close governance"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|challenger-small|CCH Tagetik", "prompt": "c200-l6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "and sometimes Oracle Cloud EPM/CCH Tagetik** depending on whether the main need is close governance"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|deepseek-small|Excel", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets (Excel/Google Sheets) as the core reconciliation tool... the most common \"tool\" enterprises should retire"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|deepseek-small|Google Sheets", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Spreadsheets (Excel/Google Sheets) as the core reconciliation tool"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|deepseek-small|QuickBooks Online", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small-business / SMB tools (e.g., QuickBooks Online...) They simply break under enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|deepseek-small|FloQast", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "FloQast, while popular, is Excel/accountant-native and better suited to mid-market... aren't the right backbone for a large, multi-entity, high-volume enterprise"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|deepseek-small|BlackLine", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "go into the big enterprise platforms (BlackLine, Trintech) aware of their cost, implementation time, and admin overhead"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|deepseek-small|Trintech", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "weak reporting (Trintech)... be cautious because they bring their own caveats"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|deepseek-small|HighRadius", "prompt": "c200-l6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a specialist like HighRadius may fit better than a general close platform"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|Excel", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Manual \"Homegrown\" Spreadsheet Systems (Excel, Google Sheets) ... highly dangerous when relied upon as the primary engine for enterprise-level reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|Google Sheets", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Manual \"Homegrown\" Spreadsheet Systems (Excel, Google Sheets)"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|SAP", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built-in reconciliation features of their legacy ERP systems (e.g., older on-premise installations of SAP or Oracle) ... notoriously rigid"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|Oracle", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "older on-premise installations of SAP or Oracle) ... Legacy ERP-native reconciliation tools are notoriously rigid"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|Alteryx", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Alteryx", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generalist BI and Data Prep Tools Used as the \"System of Record\" (e.g., Alteryx, Python/Pandas scripts) ... using them to *execute* and sign off on financial reconciliations is a major mistake"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|Python/Pandas scripts", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Python/Pandas scripts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Using a Python script to perform reconciliations leaves auditors with no native platform to verify"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|QuickBooks", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "SMB accounting suites (like QuickBooks or Xero) ... should be strictly avoided by large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|Xero", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "like QuickBooks or Xero) ... should be strictly avoided by large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|BlackLine", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "transition toward purpose-built, cloud-native Enterprise Financial Close and Account Reconciliation platforms (such as BlackLine, Trintech/Cadency, FloQast, or OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|Trintech/Cadency", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech/Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "(such as BlackLine, Trintech/Cadency, FloQast, or OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|FloQast", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "(such as BlackLine, Trintech/Cadency, FloQast, or OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|google-small|OneStream", "prompt": "c200-l6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "(such as BlackLine, Trintech/Cadency, FloQast, or OneStream)"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|meta-small|ReconArt", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top reconciliation tools for large enterprises include ReconArt, BlackLine, and Planful."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|meta-small|BlackLine", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top reconciliation tools for large enterprises include ReconArt, BlackLine, and Planful."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|meta-small|Planful", "prompt": "c200-l6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top reconciliation tools for large enterprises include ReconArt, BlackLine, and Planful."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|minimax-small|BlackLine", "prompt": "c200-l6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Leading solutions in this space include **BlackLine**, **Trintech Cadency**, and **HighRadius** for large enterprises with complex, multi-ERP environments."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|minimax-small|Trintech Cadency", "prompt": "c200-l6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Leading solutions in this space include **BlackLine**, **Trintech Cadency**, and **HighRadius** for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|minimax-small|HighRadius", "prompt": "c200-l6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Leading solutions in this space include **BlackLine**, **Trintech Cadency**, and **HighRadius** for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|moonshot-small|FloQast", "prompt": "c200-l6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Excel-Dependent Platforms (e.g., FloQast)** While popular for mid-market, FloQast is **\"fundamentally Excel-driven\"**"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|moonshot-small|BlackLine", "prompt": "c200-l6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While dominant in enterprise, BlackLine has **limitations**: Limited high-volume transaction matching capabilities"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|Excel", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Spreadsheets and Manual Tools (e.g., Excel, Google Sheets)** - **Why avoid**: These scale poorly beyond low volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|Google Sheets", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Spreadsheets and Manual Tools (e.g., Excel, Google Sheets)** - **Why avoid**"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|UiPath", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Task-specific RPA bots (e.g., basic UiPath or standalone RPA for recon) | Breaks on UI/API changes; handles isolated tasks, not end-to-end processes."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|QuickBooks add-ons", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Mid-market or SMB-focused tools (e.g., those pitched for <50K transactions/month like some QuickBooks add-ons or Cointab) overload at enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|Cointab", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Cointab", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SMB-focused tools (e.g., ... QuickBooks add-ons or Cointab) overload at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|Airwallex", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Performance issues (e.g., loading slows at peak, per Airwallex reviews)"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|Oracle ARCS", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle ARCS", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Oracle ARCS: Called \"garbage\" in Reddit accounting threads for time-saving failures."}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|BlackLine", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Popular enterprise tools like BlackLine or Trintech get mixed user feedback (some love the workflow, others note admin hassles)"}, {"id": "mai-20260918-0023-calibration_b|c200-l6|xai-small|Trintech", "prompt": "c200-l6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "BlackLine or Trintech get mixed user feedback ... but issues arise from poor fit rather than the tools themselves"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|alibaba-small|Trintech Adra", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. Best Overall & Most Versatile: Trintech Adra"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|alibaba-small|Numeric.ai", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Oracle NetSuite Users: Numeric.ai"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|alibaba-small|HighRadius", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cash Application & Customer Matching: HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|alibaba-small|FloQast", "prompt": "c200-m1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best End-to-End Close Management: FloQast"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|anthropic-small|Adra by Trintech", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Adra by Trintech is recommended for mid-market companies, offering powerful automation without enterprise complexity"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|anthropic-small|Prophix One", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prophix One leads the mid-market segment on platform breadth and financial close standing"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|anthropic-small|FloQast", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "particularly suited for mid-market accounting teams moving off spreadsheets"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|anthropic-small|HighRadius", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius delivers out-of-the-box AI automation to close books 30% faster"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|anthropic-small|Numeric", "prompt": "c200-m1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Numeric is the fastest path to close automation for NetSuite-centric mid-market teams"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|challenger-small|FloQast", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the safest \"best overall\" pick for most mid-market B2B finance teams"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|challenger-small|Trintech Adra", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Trintech Adra** is the best upgrade path for more demanding environments"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|challenger-small|Prophix One", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Prophix One** is a good option if you want reconciliation connected to **close + consolidation** in one platform"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|challenger-small|Numeric", "prompt": "c200-m1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeric** is worth considering if you value a modern user experience and faster implementation"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|FloQast", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast — Best overall for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|Trintech (Adra)", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "I'd start by evaluating **FloQast** (best overall usability) and **Trintech Adra** (best for high-volume matching)"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|HighRadius", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when AR/reconciliation is the bottleneck"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|Numeric", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're NetSuite-based or cost-sensitive, put **Numeric** on the list."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|BlackLine", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Often pricier and more \"heavyweight\" than mid-market teams need"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|OneStream", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Deep in Microsoft/Oracle → consider OneStream or Oracle ARC."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|Oracle ARC", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Oracle ARC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Deep in Microsoft/Oracle → consider OneStream or Oracle ARC."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|deepseek-small|Reconciler", "prompt": "c200-m1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Reconciler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lean budget → **Numeric** ... or **Reconciler** (~$49/mo)"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|google-small|FloQast", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast: Best Overall for Close Management & Accountant-Friendly Reconciliations ... widely considered the gold standard"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|google-small|Numeric", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Numeric has emerged as one of the top mid-market contenders"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|google-small|Adra by Trintech", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Adra is their dedicated suite designed specifically for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|google-small|Cadency", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trintech is famous for its enterprise close software (*Cadency*)"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|google-small|ZoneReconcile", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ZoneReconcile", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ZoneReconcile (by Zone & Co) is highly recommended"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|google-small|HighRadius", "prompt": "c200-m1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If this \"cash application\" process is your primary bottleneck, HighRadius is the market leader"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|meta-small|Ramp", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp - Best for mid-market teams wanting reconciliation tied to real-time coding."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|meta-small|FloQast", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast - Best for mid-market accounting teams moving off spreadsheets."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|meta-small|Trintech (Adra and Cadency)", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Adra and Cadency)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trintech (Adra and Cadency) - Best for mid-market (Adra) to enterprise (Cadency) organizations."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|meta-small|Prophix One", "prompt": "c200-m1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prophix One - Best for mid-market teams that want reconciliation tied to close and consolidation."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|minimax-small|HighRadius", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. HighRadius** - Best for: Growing mid-market firms with spreadsheet-heavy workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|minimax-small|Prophix One", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Prophix One** - Best for: Mid-market teams wanting reconciliation tied to close and consolidation"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|minimax-small|Trintech Adra", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Trintech Adra** - Best for: Mid-market companies with high-volume transaction matching needs"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|minimax-small|FloQast", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. FloQast** - Best for: Mid-market accounting teams moving off spreadsheets"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|minimax-small|Numeric", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Numeric** - Best for: Mid-sized to enterprise teams needing transaction-level visibility"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|minimax-small|Sage Intacct", "prompt": "c200-m1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. Sage Intacct** - Best for: Mid-market ERP with built-in reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|mistral-small|FloQast", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** and **Trintech Adra** are the top choices"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|mistral-small|Trintech Adra", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast** and **Trintech Adra** are the top choices"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|mistral-small|BlackLine", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong choice for the upper end of the mid-market"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|mistral-small|Prophix One", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Prophix One** or **BlackLine** may be preferable"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|mistral-small|Ramp", "prompt": "c200-m1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers a modern approach with real-time coding and reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|moonshot-small|Trintech Adra", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Trintech Adra** — Best for High-Volume & Complex Matching"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|moonshot-small|FloQast", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most mid-market B2B companies evaluating dedicated reconciliation software land in **Tier 2** between **FloQast**, **Numeric**, and **Trintech Adra**."}, {"id": "mai-20260918-0023-calibration_b|c200-m1|moonshot-small|Numeric", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "land in **Tier 2** between **FloQast**, **Numeric**, and **Trintech Adra**"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|moonshot-small|Prophix One", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Prophix One** — Best for Integrated Close & Consolidation"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|moonshot-small|NetSuite/Sage Intacct", "prompt": "c200-m1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "NetSuite/Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Have light reconciliation needs | Your **ERP's native module** (NetSuite/Sage Intacct)"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|openai-small|BlackLine", "prompt": "c200-m1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall:** **BlackLine** — strongest if you want a mature, enterprise-grade platform"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|openai-small|Trintech Adra", "prompt": "c200-m1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech Adra", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best account reconciliation software is usually **BlackLine** or **Trintech Adra**"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|openai-small|CCH Tagetik", "prompt": "c200-m1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "CCH Tagetik", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want a broader close/consolidation suite:** **CCH Tagetik**"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|xai-small|FloQast", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often #1 in G2 Grid for Financial Reconciliation/Close in Mid-Market ... FloQast and Trintech/Adra frequently lead for usability and speed"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|xai-small|Adra by Trintech", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Purpose-built for mid-market ... FloQast and Trintech/Adra frequently lead for usability and speed"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|xai-small|Sage Intacct", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive cloud ERP with built-in GL/bank recon for multi-entity B2B ops"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|xai-small|Prophix One", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other strong contenders"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|xai-small|Numeric", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "4.8/5 | NetSuite users, fast setup"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|xai-small|BlackLine", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-leaning but mid-market viable | $77K+"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|xai-small|HighRadius", "prompt": "c200-m1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI automation for lean teams | Custom"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|zai-small|FloQast", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fastest, most accountant‑friendly path:** FloQast"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|zai-small|Numeric", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best AI‑native, transparent‑pricing option:** Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|zai-small|HighRadius", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for high‑volume sub‑ledger matching:** HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|zai-small|Trintech (Adra)", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Trintech (Adra)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for multi‑way matching in Microsoft 365:** Trintech Adra"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|zai-small|Prophix One", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Prophix One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you need close/consolidation tight integration:** Prophix One"}, {"id": "mai-20260918-0023-calibration_b|c200-m1|zai-small|BlackLine", "prompt": "c200-m1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for enterprise‑grade controls and compliance:** BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|alibaba-small|BlackLine", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It is the gold standard for mid-to-large enterprise... Maximum power & Audit trails | **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|alibaba-small|Trullium", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trullium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Widely considered the leader for NetSuite reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|alibaba-small|Revlitius (RevLite)", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Revlitius (RevLite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for auto-posting and reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|alibaba-small|ReconArt", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ReconArt is the leading specialist. It uses AI to match bank lines to ledger entries automatically"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|alibaba-small|Reconcily", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Reconcily", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed to replace the manual drag-and-drop method of QBO."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|alibaba-small|Bill.com", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "this is a strong holistic choice"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|alibaba-small|Floqast", "prompt": "c200-m2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Floqast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Floqast now includes powerful reconciliation modules."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|anthropic-small|Sage Intacct", "prompt": "c200-m2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Sage Intacct** offers the best balance of automation, security, and B2B-specific features"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|anthropic-small|NetSuite", "prompt": "c200-m2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "NetSuite is a robust solution for medium to large enterprises requiring ERP-integrated bank reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|anthropic-small|Xero", "prompt": "c200-m2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** is an excellent option if you prioritize ease of use and cost-effectiveness"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|anthropic-small|Trintech Adra Suite", "prompt": "c200-m2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Trintech's Adra Suite provides reconciliation and close management for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|challenger-small|FloQast", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the safest pick for a mid-sized B2B finance team"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|challenger-small|Adra by Trintech", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Adra by Trintech** if your main need is *stronger reconciliation automation without enterprise complexity*"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|challenger-small|BlackLine", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "several sources note it is better suited to larger or more complex organizations"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|challenger-small|US Tech Automations", "prompt": "c200-m2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "US Tech Automations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "One comparison specifically recommends it for mid-sized businesses needing more than basic matching"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|deepseek-small|FloQast", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** is the strongest overall recommendation for most mid-sized B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|deepseek-small|ReconArt", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **ReconArt** as the best value/specialist alternative"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|deepseek-small|HighRadius", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**HighRadius** if you're already heavy in NetSuite/Sage Intacct and want AI-led exception handling"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|deepseek-small|BlackLine", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for a Mid-Sized B2B - **BlackLine** ($150K–$500K, 6–9 month rollouts) — this is enterprise territory and overkill"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|deepseek-small|Trintech", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "you'll eventually outgrow it into BlackLine/Trintech territory"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|deepseek-small|QuickBooks/Xero built-ins", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks/Xero built-ins", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**QuickBooks/Xero built-ins** — fine for SMBs, but auto-match rates (~70–80%) and lack of exception-management workflow will frustrate a growing B2B company"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|deepseek-small|Sage Intacct reconciliation module", "prompt": "c200-m2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct reconciliation module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "the built-in Sage Intacct reconciliation module is free and solid — start there"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|QuickBooks", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Unlike small businesses that can get by on native QuickBooks or Xero bank feeds"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|Xero", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Unlike small businesses that can get by on native QuickBooks or Xero bank feeds"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|BlackLine", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprises that require heavy IT implementations like BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|FloQast (with FloQast AutoRec)", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast (with FloQast AutoRec)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best Overall for Close Management: **FloQast (with FloQast AutoRec)**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|Numeric", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose **FloQast** (highly user-friendly) or **Numeric** (modern, AI-first)"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|Adra by Trintech", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for High-Volume Matching & Strict Compliance: **Adra by Trintech**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|HighRadius (Cash Application)", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius (Cash Application)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best if your problem is actually AR: **HighRadius (Cash Application)**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|google-small|Tesorio", "prompt": "c200-m2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or a similar B2B AR tool like Tesorio"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|meta-small|FloQast", "prompt": "c200-m2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "FloQast - Best for mid-market finance teams coordinating a close checklist, with a close-management workflow and an AutoRec add-on for automated transaction matching."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|meta-small|Sage Intacct", "prompt": "c200-m2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Sage Intacct - Best for upper mid-market companies at $5M–$100M revenue"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|meta-small|Vic.ai", "prompt": "c200-m2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vic.ai - Best for companies seeking AI-first automation, with AI-powered matching and continuous learning."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|meta-small|US Tech Automations", "prompt": "c200-m2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "US Tech Automations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "US Tech Automations - Best for multi-client firms and mid-size businesses, with customizable workflow pipelines for reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|minimax-small|FloQast", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **FloQast** or **HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|minimax-small|HighRadius", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd start with **FloQast** or **HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|minimax-small|Trintech Adra Suite", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Trintech Adra Suite** (Best for Integrated Close)"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|minimax-small|Rillet", "prompt": "c200-m2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Rillet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rillet** (Best for Tech-Savvy B2B)"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|mistral-small|FloQast", "prompt": "c200-m2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**FloQast** and **HighRadius** are the top recommendations due to their strong automation, scalability, and proven results in mid-market environments"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|mistral-small|HighRadius", "prompt": "c200-m2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**FloQast** and **HighRadius** are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|mistral-small|Nomentia", "prompt": "c200-m2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Nomentia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company deals with multiple currencies or complex reconciliation rules, **Nomentia** is also worth considering."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|moonshot-small|FloQast", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Numeric or FloQast** – Here's why"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|moonshot-small|Trintech Adra Suite", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High-Volume Transaction Matching"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|moonshot-small|Numeric", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Numeric or FloQast** – Here's why"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|moonshot-small|Sage Intacct", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Need Full ERP"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|moonshot-small|BlackLine", "prompt": "c200-m2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** BlackLine unless you're larger enterprise—their pricing and complexity typically exceed mid-market needs."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|openai-small|BlackLine", "prompt": "c200-m2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **BlackLine** if your priority is **dedicated, enterprise-grade reconciliation automation**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|openai-small|Sage Intacct", "prompt": "c200-m2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want something **lighter-weight and more accounting-suite oriented**, I'd consider **Sage Intacct**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|openai-small|Xero", "prompt": "c200-m2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want simpler automation and lower operational overhead:** **Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|openai-small|NetSuite", "prompt": "c200-m2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**NetSuite vs Sage Intacct vs BlackLine vs Xero** comparison."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|xai-small|FloQast", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend FloQast as the top bank reconciliation automation tool."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|xai-small|BlackLine", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade AI matching (98% automation); longer setup (4–6 months)"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|xai-small|HighRadius", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-driven AR/AP focus for B2B cash ops"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|xai-small|Trintech Adra", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech Adra", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid-market close + multi-way matching"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|xai-small|Xero or QuickBooks Online", "prompt": "c200-m2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero or QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "affordable but less advanced for pure automation"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|FloQast", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: FloQast"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|BlackLine", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best overall for complex close cycles, deep AI-driven auto-matching, and audit-ready controls."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|US Tech Automations", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "US Tech Automations", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "achieves 96.2% auto-match at the lowest cost tier"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|HighRadius", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Agentic AI engine that ingests bank feeds, matches to GL, and auto-posts journal entries"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|AutoRek", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "AutoRek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specialized for high-volume, multi-bank/multi-ERP environments"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|Cashbook", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Cashbook", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specialized for high-volume, multi-bank/multi-ERP environments"}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|Numeric", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "All-in-one account reconciliation with deep ERP integrations and robust month-end capabilities."}, {"id": "mai-20260918-0023-calibration_b|c200-m2|zai-small|Xero", "prompt": "c200-m2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "a simpler tool like Xero might suffice (but may limit scalability)"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|BlackLine", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose BlackLine or OneStream** if you are a large enterprise requiring strict audit trails"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|FloQast", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose FloQast** if your goal is simply to get off spreadsheets and speed up the month-end close cycle."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|Alteryx", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Alteryx", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Not a traditional reconciliation tool but widely used to automate the *preparation* stage"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|Vena Solutions", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Vena Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Vena** if your organization lives and dies by Excel but needs the security of a controlled system."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|OneStream", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Choose BlackLine or OneStream** if you are a large enterprise requiring strict audit trails"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|Ramp", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose Ramp or Kolleno** if you want lightweight, automated reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|Kolleno", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "An up-and-coming tool focused on automating accounts receivable and matching transactions using AI"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|Oracle", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Ecosystem Players (Oracle, SAP, Workday):** These vendors offer built-in reconciliation modules."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|SAP", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Ecosystem Players (Oracle, SAP, Workday):** These vendors offer built-in reconciliation modules."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|alibaba-small|Workday", "prompt": "c200-m3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Ecosystem Players (Oracle, SAP, Workday):** These vendors offer built-in reconciliation modules."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|Doxis SpendControl", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Doxis SpendControl", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Doxis SpendControl** – Best all-in-one solution for SMEs that need invoice, expense, and credit card reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|Zoho", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho** – Good fit for small businesses looking for flexible and affordable cloud accounting with automated reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|Xero", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** – Ideal for companies needing basic reconciliation and accounting features with unlimited users per plan"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|BlackLine", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "for enterprises, BlackLine leads the market with robust compliance and audit features"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|Oracle NetSuite", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A comprehensive ERP solution with strong financial management and real-time reconciliation capabilities"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|FloQast", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "FloQast, which is the top pick for startups and SMBs that want AI-powered matching with an accountant-friendly interface"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|Adra by Trintech", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Adra by Trintech for mid-market companies that offers powerful automation without complexity"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|anthropic-small|Airwallex", "prompt": "c200-m3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "platforms like Airwallex excelling by standardizing multi-currency data at the point of extraction"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|BlackLine", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strongest fit for **large organizations** needing balance sheet reconciliation, controls, and audit-ready close management."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|FloQast", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for teams that live in **Excel/Sheets** and want reconciliation tightly connected to close checklists"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|Trintech (Adra/Cadency)", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech (Adra/Cadency)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Emphasizes **transaction matching**, controls, and structured close automation"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|Numeric", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Focuses on **fast implementation** and a more modern reconciliation experience for growing teams."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|OneStream", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Reconciliation is built inside a broader **corporate performance management** platform, not as a standalone tool."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|Oracle Cloud EPM", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best when reconciliation needs to fit the **Oracle ecosystem** and enterprise governance."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|HighRadius", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strongest for **accounts receivable, cash application, and high-volume matching**."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|challenger-small|Prophix One", "prompt": "c200-m3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Useful when reconciliation should be connected to **close and consolidation** in one platform."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|ReconArt", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "High-volume transaction matching with configurable, audit-ready workflows. Best overall for enterprise finance."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Hevo", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Hevo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "No-code ELT platform with real-time anomaly detection; built for data/engineering teams"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|SolveXia", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SolveXia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Finance automation with no-code reconciliation workflows and audit-ready governance."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|SmartStream", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-powered matching and payment investigation for capital markets/banking."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|IBM InfoSphere QualityStage", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "IBM InfoSphere QualityStage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Data-quality-driven reconciliation with profiling, standardization, and survivorship rules."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Informatica Data Quality", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Informatica Data Quality", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Data-quality-driven reconciliation with profiling, standardization, and survivorship rules."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Oracle EDQ", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle EDQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Data-quality-driven reconciliation with profiling, standardization, and survivorship rules."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|BlackLine", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Balance-sheet reconciliation leader with \"Verity\" AI agents; deep SAP/NetSuite/Oracle/Dynamics integrations."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|FloQast", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Close-checklist management with live Excel/Sheets syncing and no-code AI agents."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Trintech", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Full close-to-report process automation, popular with large multinationals."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|OneStream", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Unified finance platform combining reconciliation with planning and reporting."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|HighRadius", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Emerging AI-driven options"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Numeric", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Emerging AI-driven options"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Bluecopa", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Emerging AI-driven options"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Ramp", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Ramp is notable for real-time auto-coding with its Accounting Agent."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Fiserv", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "specialize in high-volume payment and transaction matching"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Airwallex", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Tools like Airwallex and Ramp tie reconciliation directly to real-time accounting sync"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Xceptor", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xceptor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "use AI agents that self-learn and investigate exceptions"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Zoho", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "SMB/lightweight: Zoho, DataReconciliation.com, Reconcycle, Ramp \\u2014 simpler, lower cost."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|DataReconciliation.com", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "DataReconciliation.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "SMB/lightweight: Zoho, DataReconciliation.com, Reconcycle, Ramp \\u2014 simpler, lower cost."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Reconcycle", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconcycle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 21, "ev": "SMB/lightweight: Zoho, DataReconciliation.com, Reconcycle, Ramp \\u2014 simpler, lower cost."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|deepseek-small|Qntrl", "prompt": "c200-m3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Qntrl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "Qntrl emphasizes reports showing *why* records match or diverge"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|google-small|BlackLine", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **BlackLine** or **Trintech Cadency**. They offer the governance structures required by public companies."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|google-small|FloQast", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a mid-sized team, love Excel, and just want an organized close checklist:** Choose **FloQast**."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|google-small|Trintech", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Trintech (The Enterprise and Upper Mid-Market Competitor)"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|google-small|HighRadius", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need to automate complex collections, cash applications, and AR reconciliations using AI agents:** Choose **HighRadius**."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|google-small|Numeric", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are a fast-growing, NetSuite-centric company looking for automated AI variance analysis:** Choose **Numeric**."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|google-small|ReconArt", "prompt": "c200-m3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **ReconArt**. Its matching engine is built to scale far beyond what standard accounting close checklists can handle."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|Aico", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Aico, BlackLine, Trintech, FloQast, Bluecopa, OneStream, HighRadius, Numeric, and ReconArt."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|BlackLine", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Aico, BlackLine, Trintech, FloQast..."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|Trintech", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Aico, BlackLine, Trintech, FloQast..."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|FloQast", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Aico, BlackLine, Trintech, FloQast, Bluecopa..."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|Bluecopa", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Bluecopa, OneStream, HighRadius, Numeric, and ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|OneStream", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bluecopa, OneStream, HighRadius, Numeric, and ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|HighRadius", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Bluecopa, OneStream, HighRadius, Numeric, and ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|Numeric", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Bluecopa, OneStream, HighRadius, Numeric, and ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|meta-small|ReconArt", "prompt": "c200-m3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Bluecopa, OneStream, HighRadius, Numeric, and ReconArt"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|BlackLine", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "rankings consistently place BlackLine at the top for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|Oracle Account Reconciliation", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BlackLine** or **Oracle Account Reconciliation** | Enterprise-grade AI, certification, audit trails"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|HighRadius", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need bank-rec plus AR cash-application & treasury-management | **HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|Trintech Cadency", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Built for complex, multi-system reconciliations; strong compliance features"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|FloQast", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FloQast for mid-market close management"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|Numeric", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**ReconArt** or **Numeric** | Highly configurable matching, quick setup"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|ReconArt", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need a dedicated reconciliation engine (high volume) ... **ReconArt** or **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|Rillet", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Rillet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Tesorio** or **Rillet** | Order-to-cash platform that continues past matching."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|Tesorio", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Tesorio** or **Rillet** | Order-to-cash platform that continues past matching."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|QuickBooks Online", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "QuickBooks/Xero for small-business simplicity"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|Xero", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**QuickBooks Online** or **Xero** | Cheap/free, built-in rec, minimal learning curve."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|Sage 50 Accounting", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage 50 Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Prefer an on-premise desktop solution | **Sage 50 Accounting**"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|minimax-small|NCH Express Accounts", "prompt": "c200-m3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "NCH Express Accounts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Free, ultra-light, only for tiny firms with few transactions"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|BlackLine", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** – Best for balance sheet reconciliation, widely used in enterprise finance. Offers advanced automation, ERP integrations, and strong compliance controls."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|FloQast", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focuses on accounting close management with AutoRec matching and audit-traceable workflows."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|Reconcify", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconcify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leverages AI and RPA to automate reconciliation, making it a top choice for businesses seeking intelligent, exception-based workflows."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|Aico", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for close teams that want traceable, rule-driven matching"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|Airwallex", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Specializes in automated multi-currency spend and card reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|SmartStream", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SmartStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AI-powered matching and payment investigation, especially strong in capital markets and banking"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|SolveXia", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "SolveXia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Offers no-code reconciliation workflows and audit-ready governance"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|Vena", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Popular among FP&A teams for its integration with Excel and robust account reconciliation features."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|Oracle Fusion Cloud", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Fusion Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Enterprise-grade solution with deep ERP integration and scalability for large organizations."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|mistral-small|ReconArt", "prompt": "c200-m3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "SmartStream and ReconArt are tailored for financial services and high-volume banking"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|moonshot-small|BlackLine", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader with 4,300+ enterprise customers"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|moonshot-small|Trintech Cadency", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech Cadency", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Trintech if you process high transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|moonshot-small|FloQast", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Mid-market teams prioritizing close management and collaboration"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|moonshot-small|HighRadius", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most aggressive AI automation roadmap"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|moonshot-small|Sage Intacct", "prompt": "c200-m3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Limitations: Less advanced AI than standalone solutions; primarily rule-based rather than learning-based"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|openai-small|QuickBooks", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for **small businesses** that mainly need **bank/credit card reconciliation** inside their accounting system."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|openai-small|Xero", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for **small to mid-sized businesses** that want **clean bank reconciliation with strong automation and app connectivity**."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|openai-small|Oracle Account Reconciliation / Oracle EPM", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle Account Reconciliation / Oracle EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise close/reconciliation:** BlackLine or Oracle"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|openai-small|BlackLine", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for **finance teams in larger organizations** that want a dedicated **account reconciliation platform**"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|openai-small|Workiva", "prompt": "c200-m3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for organizations that need **reconciliation as part of broader close, reporting, audit, and compliance workflows**"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|BlackLine", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine** (enterprise leader) ... Enterprises: BlackLine/Trintech for compliance/depth"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|FloQast", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market: FloQast for usability."}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|Trintech", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprises: BlackLine/Trintech for compliance/depth"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|QuickBooks Online", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMBs start with QuickBooks/Xero for simplicity/low cost"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|Xero", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMBs start with QuickBooks/Xero for simplicity/low cost"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|HighRadius", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**HighRadius** (AI-heavy for high-volume)"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|ReconArt", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ReconArt** (high-transaction scale)"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|xai-small|OneStream", "prompt": "c200-m3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Overkill if not needing EPM"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|BlackLine", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "large enterprises with SAP/Oracle often prefer BlackLine or Trintech"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|Workiva", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SEC filers or those with strict SOX/ESG reporting should consider Workiva"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|FloQast", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market firms often find FloQast a balanced choice"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|Trintech", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Trintech", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "large enterprises with SAP/Oracle often prefer BlackLine or Trintech"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|OneStream", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need full close + consolidation, OneStream may be the right fit"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|Xero", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bank reconciliation and small-business bookkeeping"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|Sage Intacct", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Cloud-based financial management | Mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|Oracle NetSuite", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ERP with built-in reconciliation capabilities"}, {"id": "mai-20260918-0023-calibration_b|c200-m3|zai-small|Solver / Avolin", "prompt": "c200-m3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Solver / Avolin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Specialized reconciliation modules"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|Xero", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Xero (Best Balance of Price & Features)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|QuickBooks Online", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "QuickBooks Online (The Industry Standard)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|Zoho Books", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Books (Best Low-Cost Alternative)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|Wave", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Lowest Cost / Free Option: Wave"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|BlackLine", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "cannot afford enterprise tools like BlackLine or FloQast ($15k\\u2013$100k/year)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|FloQast", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "cannot afford enterprise tools like BlackLine or FloQast ($15k\\u2013$100k/year)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|Numeric", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "This is one of the few dedicated reconciliation tools priced for smaller teams."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|alibaba-small|NCH Express Accounts", "prompt": "c200-m4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "legacy desktop solution, not cloud-based. It offers basic reconciliation features"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|anthropic-small|QuickBooks Online Advanced", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with limited budgets, **QuickBooks Online Advanced** is the most practical starting point"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|anthropic-small|Xero", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero also offers a free trial with built-in bank reconciliation for small teams"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|anthropic-small|ReconArt", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ReconArt at $300/month is a strong alternative focused specifically on reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|anthropic-small|AutoEntry", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "AutoEntry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "QuickBooks Online paired with apps like AutoEntry, Hubdoc, or Syft Analytics provides powerful reconciliation tools"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|anthropic-small|Hubdoc", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Hubdoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "apps like AutoEntry, Hubdoc, or Syft Analytics provides powerful reconciliation tools"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|anthropic-small|Syft Analytics", "prompt": "c200-m4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "apps like AutoEntry, Hubdoc, or Syft Analytics provides powerful reconciliation tools"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|challenger-small|QuickBooks Online", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is usually **QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|challenger-small|Wave", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best free option:** **Wave**"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|challenger-small|Xero", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best low-cost alternative:** **Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|challenger-small|Numeric", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more suited to teams that outgrow basic accounting software, but they are not the cheapest starting point"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|challenger-small|Reconciler", "prompt": "c200-m4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Reconciler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are not the cheapest starting point"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|Zoho Books", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** at $15/month is the best all-around value"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|QuickBooks Online", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|Xero", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for real-time bank feeds / unlimited users"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|NCH Express Accounts", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have very little or no budget and <5 employees:** Go with **NCH Express Accounts** (free)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|BlackLine", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Skip the enterprise-grade \"close management\" platforms (BlackLine, FloQast, ReconArt, Trintech)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|FloQast", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Skip the enterprise-grade \"close management\" platforms"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|ReconArt", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Skip the enterprise-grade \"close management\" platforms"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|deepseek-small|Trintech", "prompt": "c200-m4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Skip the enterprise-grade \"close management\" platforms"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|BlackLine", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "purchasing enterprise-grade, dedicated account reconciliation software (such as BlackLine or FloQast) is generally out of reach"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|FloQast", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as BlackLine or FloQast) is generally out of reach, as these platforms typically cost thousands of dollars annually"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|Zoho Books", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best for Overall Value: Zoho Books ... at $15/month for live feeds, it's the cheapest automatic option"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|insightsoftware (Account Reconciliation)", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "insightsoftware (Account Reconciliation)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Free Dedicated Tool: insightsoftware (Account Reconciliation)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|Xero", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Collaboration & Teams: Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|Wave Accounting", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free Option (With Manual Effort): Wave Accounting"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|Tiller", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Tiller", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Spreadsheet-First Teams: Tiller"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|GnuCash", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "GnuCash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you have no budget: Use GnuCash (if you want local software)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|google-small|QuickBooks", "prompt": "c200-m4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "significantly cheaper for small teams than QuickBooks (which charges per user seat)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|meta-small|Zoho Books", "prompt": "c200-m4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best account reconciliation software for a company with a limited budget is Zoho Books, as it is considered the best budget-friendly all-in-one suite."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|meta-small|Ramp", "prompt": "c200-m4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Ramp, which offers a free plan and paid tiers"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|minimax-small|Wave", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**If you have zero budget:** Wave (free)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|minimax-small|Zoho Books", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho Books offers the best features for the price with automatic bank reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|minimax-small|Xero", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you need AI-powered matching:** QuickBooks Online or Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|minimax-small|QuickBooks Online", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need AI-powered matching:** QuickBooks Online or Xero starting around $20-35/month"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|minimax-small|Ledgerler", "prompt": "c200-m4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ledgerler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ledgerler** (Best for Simple Reconciliation)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|mistral-small|Zoho Books", "prompt": "c200-m4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended as the best budget-friendly all-in-one suite, making it ideal for small businesses looking to keep costs low"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|mistral-small|QuickBooks Online", "prompt": "c200-m4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It's a strong choice if you're already using or open to using QuickBooks for your accounting needs."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|mistral-small|Xero", "prompt": "c200-m4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another cost-effective option, especially for small to mid-sized businesses."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|moonshot-small|Wave", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Wave** (completely free) or **Zoho Books** (free plan available)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|moonshot-small|NCH Express Accounts", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Note: Lacks automatic matching and transaction import on the free version"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|moonshot-small|Zoho Books", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Wave** (completely free) or **Zoho Books** (free plan available)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|moonshot-small|QuickBooks Online", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Micro-Businesses"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|moonshot-small|Xero", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Xero at $25/month** offers excellent value with unlimited users and strong automation"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|moonshot-small|GnuCash / Manager", "prompt": "c200-m4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "GnuCash / Manager", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best Open-Source Option"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|openai-small|QuickBooks Online", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall value for a small business:** **QuickBooks Online** if you already use it, or **Xero** if you don't"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|openai-small|Xero", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks Online** if you already use it, or **Xero** if you don't"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|openai-small|Wave", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Lowest cost / simplest:** **Wave**"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|openai-small|BlackLine", "prompt": "c200-m4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid for tight budgets:** full enterprise reconciliation suites like **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|xai-small|QuickBooks Online", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks Online ... or Xero ... stand out as the best account reconciliation software options"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|xai-small|Xero", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks Online ... or Xero ... stand out as the best account reconciliation software options"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|xai-small|Zoho Books", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great \"budget-friendly\" pick per Small Business Coach reviews."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|xai-small|NCH Express Accounts", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limited automation; desktop-focused (TechRepublic)."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|xai-small|BlackLine", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid Enterprise Tools: BlackLine/FloQast start at $30K+/year—overkill and not budget-friendly."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|xai-small|FloQast", "prompt": "c200-m4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Enterprise Tools: BlackLine/FloQast start at $30K+/year—overkill and not budget-friendly."}, {"id": "mai-20260918-0023-calibration_b|c200-m4|zai-small|Zoho Books", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall: Zoho Books (Free Plan)... the standout winner for a limited budget"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|zai-small|QuickBooks Online Simple Start", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online Simple Start", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Paid Option: QuickBooks Online Simple Start"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|zai-small|Xero", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Teams: Xero (Early Plan)"}, {"id": "mai-20260918-0023-calibration_b|c200-m4|zai-small|HomeBank", "prompt": "c200-m4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "HomeBank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "It does not have bank feeds (you must manually import statements), lacks advanced workflow approvals, and offers no technical support."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|BlackLine", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you don't need the heavy enterprise complexity of a giant like BlackLine unless your close is unusually complex or you're publicly traded"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|FloQast", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Close-orchestration suites (FloQast, Numeric, Prophix One) — good when your bottleneck is close coordination"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|Prophix One", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Close-orchestration suites (FloQast, Numeric, Prophix One)"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|Numeric", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Close-orchestration suites (FloQast, Numeric, Prophix One)"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|Trintech", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated enterprise reconciliation platforms (BlackLine, Trintech Cadency) — the established choices for formal certification/SOX-heavy public companies"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|Sage Intacct", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ERP-native reconciliation modules (Sage Intacct, NetSuite) — simplest, lowest cost, but usually less automation depth"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|NetSuite", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ERP-native reconciliation modules (Sage Intacct, NetSuite) — simplest, lowest cost, but usually less automation depth"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|deepseek-small|Reconciler", "prompt": "c200-m5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Reconciler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "SMB/lightweight tools (Reconciler, etc.) — probably underpowered for 500 people"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|google-small|Oracle ARCS", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle ARCS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not yet a massive conglomerate that requires heavy, high-maintenance enterprise systems like Oracle ARCS or full-scale BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|google-small|BlackLine", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "BlackLine is typically overkill for a 500-person company"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|google-small|FloQast", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If it is a **workflow/tracking problem**, prioritize **FloQast**."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|google-small|Numeric", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If it is an **integration, variance, or AI-drafting problem**, prioritize **Numeric**."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|google-small|Adra (by Trintech)", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Adra (by Trintech)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Designed specifically as a cost-effective mid-market solution."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|google-small|HighRadius", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are a high-volume business... these AI-native platforms are built to handle highly complex matching at scale."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|google-small|Trullion", "prompt": "c200-m5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "HighRadius or Trullion: If you are a high-volume business... built to handle highly complex matching at scale"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|mistral-small|BlackLine", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "create a long list (e.g., BlackLine, ReconArt, Trintech, Cadency, SAP Account Reconciliation) and narrow it down"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|mistral-small|ReconArt", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "create a long list (e.g., BlackLine, ReconArt, Trintech, Cadency, SAP Account Reconciliation)"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|mistral-small|Trintech", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "create a long list (e.g., BlackLine, ReconArt, Trintech, Cadency, SAP Account Reconciliation)"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|mistral-small|Cadency", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Cadency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "create a long list (e.g., BlackLine, ReconArt, Trintech, Cadency, SAP Account Reconciliation)"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|mistral-small|SAP Account Reconciliation", "prompt": "c200-m5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "SAP Account Reconciliation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "create a long list (e.g., BlackLine, ReconArt, Trintech, Cadency, SAP Account Reconciliation)"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|moonshot-small|Numeric", "prompt": "c200-m5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Modern mid-market tools (e.g., Numeric, FloQast) often advertise ~1-4 week implementations."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|moonshot-small|FloQast", "prompt": "c200-m5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Modern mid-market tools (e.g., Numeric, FloQast) often advertise ~1-4 week implementations."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|BlackLine", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options from recent comparisons include BlackLine, FloQast, Trintech, Prophix, Numeric, HighRadius, Zone & Co, and Airwallex"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|FloQast", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options from recent comparisons include BlackLine, FloQast, Trintech..."}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|Trintech", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options from recent comparisons include ... Trintech, Prophix"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|Prophix", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options from recent comparisons include ... Prophix, Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|Numeric", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options from recent comparisons include ... Numeric, HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|HighRadius", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options from recent comparisons include ... HighRadius, Zone & Co"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|Zone & Co", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Zone & Co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular options ... Zone & Co, and Airwallex—shortlist 3-5 based on your ERP"}, {"id": "mai-20260918-0023-calibration_b|c200-m5|xai-small|Airwallex", "prompt": "c200-m5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "and Airwallex—shortlist 3-5 based on your ERP"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|alibaba-small|NetSuite", "prompt": "c200-m6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "since most good ones like NetSuite or Xero are industry standards"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|alibaba-small|Xero", "prompt": "c200-m6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "since most good ones like NetSuite or Xero are industry standards"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|alibaba-small|Sage Intacct", "prompt": "c200-m6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "sometimes exceeding the cost of premium enterprise software (like Sage Intacct or BlackLine)"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|alibaba-small|BlackLine", "prompt": "c200-m6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "sometimes exceeding the cost of premium enterprise software (like Sage Intacct or BlackLine)"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|deepseek-small|BlackLine", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Being **overly complex and expensive** for smaller/mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|deepseek-small|FloQast", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Non-transparent, high pricing** (roughly $30k–$80k/year) that users describe as steep"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|deepseek-small|ReconArt", "prompt": "c200-m6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "A **confusing interface** and **steep learning curve**, especially for executives"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|google-small|Microsoft Excel", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Microsoft Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Manual Spreadsheets (Excel / Google Sheets) as a \"System of Record\""}, {"id": "mai-20260918-0023-calibration_b|c200-m6|google-small|Google Sheets", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: Manual Spreadsheets (Excel / Google Sheets) as a \"System of Record\""}, {"id": "mai-20260918-0023-calibration_b|c200-m6|google-small|BlackLine", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be cautious if you are a small or midsize business (SME)... costly overkill."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|google-small|Trintech Cadency", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech Cadency", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Enterprise Giants (e.g., BlackLine, Trintech Cadency)... Be cautious if you are a small or midsize business (SME)."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|google-small|QuickBooks", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Basic ERP / GL Built-In Matchers (e.g., standard QuickBooks, Xero, or NetSuite bank feeds)... be cautious if you handle high transaction volumes."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|google-small|Xero", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Basic ERP / GL Built-In Matchers (e.g., standard QuickBooks, Xero, or NetSuite bank feeds)... be cautious if you handle high transaction volumes."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|google-small|NetSuite", "prompt": "c200-m6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "standard QuickBooks, Xero, or NetSuite bank feeds... They will choke when processing tens of thousands of transactions daily"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|meta-small|FloQast", "prompt": "c200-m6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "reconciliation tools to be cautious about. Some of the tools mentioned include FloQast, ReconArt, SolveXia, SmartStream, and Hevo."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|meta-small|ReconArt", "prompt": "c200-m6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools to be cautious about. Some of the tools mentioned include FloQast, ReconArt, SolveXia, SmartStream, and Hevo."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|meta-small|SolveXia", "prompt": "c200-m6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SolveXia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools to be cautious about. Some of the tools mentioned include FloQast, ReconArt, SolveXia, SmartStream, and Hevo."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|meta-small|SmartStream", "prompt": "c200-m6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SmartStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools to be cautious about. Some of the tools mentioned include FloQast, ReconArt, SolveXia, SmartStream, and Hevo."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|meta-small|Hevo", "prompt": "c200-m6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Hevo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tools to be cautious about. Some of the tools mentioned include FloQast, ReconArt, SolveXia, SmartStream, and Hevo."}, {"id": "mai-20260918-0023-calibration_b|c200-m6|xai-small|QuickBooks Online (QBO)", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "They work well for small/medium businesses (<2,000 transactions/month) but struggle at scale"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|xai-small|Xero", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "General accounting software like QuickBooks Online (QBO) or Xero for high-volume reconciliation... Why cautious?"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|xai-small|ChatGPT/OpenAI", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ChatGPT/OpenAI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why avoid?** Uploads sensitive financial data to external servers; risks confidentiality"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|xai-small|BlackLine", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize tools with proven audit trails, risk-based ranking, and exception alerts (e.g., specialized like BlackLine, ReconArt, or Detelix for fraud focus)"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|xai-small|ReconArt", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "specialized like BlackLine, ReconArt, or Detelix for fraud focus"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|xai-small|Detelix", "prompt": "c200-m6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Detelix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or Detelix for fraud focus"}, {"id": "mai-20260918-0023-calibration_b|c200-m6|zai-small|Excel", "prompt": "c200-m6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheet-Based Reconciliation (Excel) **Avoid or use with extreme caution because:** ... **94% of spreadsheets contain faults**"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|alibaba-small|Recs.io", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Recs.io", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Recs.io (Best Overall for Workflow & Speed)... currently the market favorite for high-growth small companies"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|alibaba-small|FloQast", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "FloQast (Best for Team & Audit Management)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|alibaba-small|BlackLine", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Cons: The implementation can be heavy, and the UI is not as user-friendly for non-accountants as Recs.io."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|alibaba-small|Dext Prepare", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Dext Prepare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dext Prepare (Best for Simplicity & Documentation)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|alibaba-small|Matchpad", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Matchpad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Matchpad / Autoticket (Best Direct Plugin)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|alibaba-small|Autoticket", "prompt": "c200-s1", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Autoticket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Matchpad / Autoticket (Best Direct Plugin)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|anthropic-small|QuickBooks Online Advanced", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies just starting out, QuickBooks Online Advanced is a practical choice given its affordability, ease of use"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|anthropic-small|Sage Intacct", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "QuickBooks Online Advanced, Sage Intacct, and a well-built spreadsheet fit here"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|anthropic-small|Xero", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Small businesses under $10M can start with what's built into QuickBooks Online or Xero."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|anthropic-small|FloQast", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need more advanced features, FloQast excels at collaboration-heavy closes."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|anthropic-small|Numeric", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Numeric, BlackLine, and FloQast integrate with your ERP to pull trial balances"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|anthropic-small|BlackLine", "prompt": "c200-s1", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Numeric, BlackLine, and FloQast integrate with your ERP to pull trial balances"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|challenger-small|QuickBooks Online Advanced", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best account reconciliation software is usually **QuickBooks Online Advanced** if you want the simplest, lowest-friction option built into your accounting system"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|challenger-small|Xero", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** if you want straightforward bank reconciliation with good app integrations and possibly multi-currency support"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|challenger-small|Numeric", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Numeric** if you need a dedicated reconciliation tool for a small team"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|challenger-small|FloQast", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast** if reconciliation is part of a broader month-end close process"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|challenger-small|Wave", "prompt": "c200-s1", "model": "challenger-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Wave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Wave** only if you are very small and need basic, low-cost reconciliation rather than workflow controls"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|QuickBooks Online", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with QuickBooks Online or Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|Xero", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with QuickBooks Online or Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|BlackLine", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "cost tens of thousands of dollars per year and are designed for $50M+ revenue companies, so they're overkill"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|FloQast", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The enterprise solutions (BlackLine, FloQast) ... overkill for a small B2B business"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|Zoho Books", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zoho Books — Most budget-friendly"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|ReconcileIQ", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconcileIQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "lightweight, affordable dedicated options that connect to QuickBooks/Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|Numeric", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "lightweight, affordable dedicated options that connect to QuickBooks/Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|FloQast AutoRec", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast AutoRec", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "good if you're already on NetSuite and need close-management with SOC-compliant controls"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|Streamlined Payments", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Streamlined Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "purpose-built for **B2B AR/payment reconciliation**"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|deepseek-small|Versapay", "prompt": "c200-s1", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "a payment-reconciliation platform like Versapay"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|QuickBooks Online (QBO)", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for: Businesses using QBO who want straightforward, all-in-one bookkeeping."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|Xero", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small B2B companies looking for highly flexible, rule-based matching."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|Numeric", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Numeric (Best Modern & AI-First Choice)... adopt a dedicated tool like **Numeric**."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|FloQast", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "FloQast (Best for Excel-Heavy Teams)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|Adra by Trintech", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Adra by Trintech", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Adra by Trintech (Best for High Transaction Volumes)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|Digits", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Digits", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Digits (Best for AI-Driven Automation)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|Airwallex", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airwallex (Best for Multi-Currency & Global B2B)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|BlackLine", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid heavy enterprise systems like BlackLine or OneStream, which can take months to set up"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|google-small|OneStream", "prompt": "c200-s1", "model": "google-small", "cat": "account-reconciliation", "variant": "direct", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid heavy enterprise systems like BlackLine or OneStream"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|meta-small|QuickBooks Online Advanced", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best account reconciliation software for a small B2B company is QuickBooks Online Advanced."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|meta-small|Numeric", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Numeric, Ramp, and HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|meta-small|Ramp", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include Numeric, Ramp, and HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|meta-small|HighRadius", "prompt": "c200-s1", "model": "meta-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Numeric, Ramp, and HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|minimax-small|QuickBooks Online", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** is typically the best starting point"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|minimax-small|Xero", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great all-purpose accounting software with solid reconciliation features"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|minimax-small|ReconArt", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Specifically designed for bank reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|minimax-small|HighRadius", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offer more advanced automated matching"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|minimax-small|Relay", "prompt": "c200-s1", "model": "minimax-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Automation platforms** like **HighRadius** or **Relay**"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|mistral-small|QuickBooks Online Advanced", "prompt": "c200-s1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for small businesses wanting built-in reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|mistral-small|Xero", "prompt": "c200-s1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for small to mid-sized businesses, especially outside the US."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|mistral-small|Sage Intacct", "prompt": "c200-s1", "model": "mistral-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recommended for small B2B companies needing more advanced features."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|moonshot-small|QuickBooks Online", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with the built-in reconciliation in **QuickBooks Online** or **Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|moonshot-small|Xero", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with the built-in reconciliation in **QuickBooks Online** or **Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|moonshot-small|Reconciler", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "upgrade to a dedicated tool like **Reconciler** (~$49/month) to automate the heavy lifting"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|moonshot-small|FloQast", "prompt": "c200-s1", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Likely overkill and too expensive for very small B2Bs"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|openai-small|QuickBooks Online", "prompt": "c200-s1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** is the best overall fit for most small B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|openai-small|Xero", "prompt": "c200-s1", "model": "openai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is the strongest alternative to consider"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|xai-small|QuickBooks Online (QBO) Advanced", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online (QBO) Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the top pick for small US-based SMBs."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|xai-small|Xero", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent alternative, especially for international or growing teams."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|xai-small|Zoho Books", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-friendly all-in-one"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|xai-small|Reconciler", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Reconciler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SMBs with slow matching (banks + processors to ledger) | $49/month"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|xai-small|Nanonets", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Nanonets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-driven automation | Varies (affordable tiers)"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|xai-small|FloQast", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Higher (~$30K/year) | More for scaling SMBs."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|xai-small|BlackLine", "prompt": "c200-s1", "model": "xai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for very small teams."}, {"id": "mai-20260918-0023-calibration_b|c200-s1|zai-small|QuickBooks Online", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **QuickBooks Online (Advanced)** or **Xero** will cover 80–90% of needs out of the box"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|zai-small|Xero", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks Online (Advanced)** or **Xero** will cover 80–90% of needs out of the box"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|zai-small|Relay", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Relay** or **Ledge** are ideal add‑ons if you want deeper automation"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|zai-small|Ledge", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Ledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ledge excels at complex invoice‑to‑payment matching"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|zai-small|Dost", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Dost", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If payment reconciliation is your top pain point → Dost offers one‑view cash tracking with IBAN validation"}, {"id": "mai-20260918-0023-calibration_b|c200-s1|zai-small|Numeric", "prompt": "c200-s1", "model": "zai-small", "cat": "account-reconciliation", "variant": "direct", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need multi‑currency or multi‑entity support → Xero or Numeric are strong options."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|alibaba-small|Bill.com", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bill.com** is often the superior choice for B2B."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|alibaba-small|Xero", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** has arguably the most powerful automated rules engine among major accounting platforms."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|alibaba-small|QuickBooks Online Advanced", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Standard QuickBooks (Pro/Premium) is mediocre at reconciliation. However, **QuickBooks Online Advanced** changes the game significantly."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|alibaba-small|Reconcil.io", "prompt": "c200-s2", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Reconcil.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "This is generally more expensive and complex. Only consider this if you are a \"Scale-up\""}, {"id": "mai-20260918-0023-calibration_b|c200-s2|anthropic-small|Xero", "prompt": "c200-s2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero or QuickBooks Online** are the best built-in options."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|anthropic-small|QuickBooks Online", "prompt": "c200-s2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Xero or QuickBooks Online should be sufficient**"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|anthropic-small|FloQast", "prompt": "c200-s2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you'd want to consider platforms like FloQast (for mid-market)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|anthropic-small|BlackLine", "prompt": "c200-s2", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or BlackLine (for enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|challenger-small|Xero", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Xero** as the first choice if you want built-in bank reconciliation automation with low setup effort and room to grow."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|challenger-small|FloQast", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "It is a better fit than heavier tools like FloQast or BlackLine for a small company, since those are aimed more at mid-market or enterprise use."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|challenger-small|BlackLine", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better fit than heavier tools like FloQast or BlackLine for a small company, since those are aimed more at mid-market or enterprise use"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|challenger-small|QuickBooks Online", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online** is the strongest alternative, especially for basic bank and credit card reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|challenger-small|HighRadius", "prompt": "c200-s2", "model": "challenger-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a specialized tool like **HighRadius** becomes more attractive, because it is aimed at higher-volume and more complex payment environments"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|deepseek-small|Xero", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|deepseek-small|QuickBooks Online", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: QuickBooks Online (especially if you're in the U.S.)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|deepseek-small|FloQast", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like FloQast, BlackLine, or ReconArt are priced and designed for larger teams ($30K+/year)."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|deepseek-small|BlackLine", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced and designed for larger teams ($30K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|deepseek-small|ReconArt", "prompt": "c200-s2", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "priced and designed for larger teams ($30K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|google-small|BlackLine", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the budget or complexity of enterprise-grade tools (like BlackLine or HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|google-small|HighRadius", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the budget or complexity of enterprise-grade tools (like BlackLine or HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|google-small|Xero", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you want a low-cost, highly-automated setup: Use Xero. Turn on JAX Auto-Reconciliation. It provides the best native experience for a small business"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|google-small|QuickBooks Online", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "QuickBooks Online (Best for US-Centric Businesses & Accountant Compatibility)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|google-small|Anchor", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Anchor", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use QuickBooks or Xero paired with Anchor."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|google-small|BILL", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Pair QuickBooks/Xero with BILL to streamline both ends of the cash flow cycle."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|google-small|Airwallex", "prompt": "c200-s2", "model": "google-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you trade internationally: Set up Airwallex and link it directly to Xero or QBO"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|meta-small|Xero", "prompt": "c200-s2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Xero and QuickBooks Online are highly recommended for bank reconciliation automation. Xero is particularly suitable for companies generating under $10M annually"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|meta-small|QuickBooks Online", "prompt": "c200-s2", "model": "meta-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks Online is also a good option for startups and basic small business reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|minimax-small|Xero", "prompt": "c200-s2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: **Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|minimax-small|QuickBooks Online", "prompt": "c200-s2", "model": "minimax-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative: **QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|mistral-small|Xero", "prompt": "c200-s2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Xero** or **QuickBooks Online** as the best bank reconciliation automation solutions."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|mistral-small|QuickBooks Online", "prompt": "c200-s2", "model": "mistral-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend **Xero** or **QuickBooks Online** as the best bank reconciliation automation solutions."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|moonshot-small|Xero", "prompt": "c200-s2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** – Best Overall for B2B Small Businesses"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|moonshot-small|QuickBooks Online", "prompt": "c200-s2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online** – Best for Ecosystem & Familiarity"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|moonshot-small|Melio", "prompt": "c200-s2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** – Best Add-On for B2B Payment Workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|moonshot-small|NetSuite", "prompt": "c200-s2", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**2-way auto-sync** with QuickBooks Online, Xero, or NetSuite"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|openai-small|QuickBooks Online", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online** or **Xero** are usually the strongest starting points"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|openai-small|Xero", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd usually pick **Xero** if you want cleaner bank reconciliation workflows, or **QuickBooks Online** if your accountant/bookkeeper already prefers it"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|openai-small|Ramp", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** or **Bill.com** if your main pain is AP + cash flow workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|openai-small|Bill.com", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp** or **Bill.com** if your main pain is AP + cash flow workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|openai-small|BlackLine", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**BlackLine** if you're much larger and need enterprise-grade close/reconciliation automation"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|openai-small|Vic.ai", "prompt": "c200-s2", "model": "openai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Vic.ai** or similar if invoice/AP automation is also a priority"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|xai-small|Xero", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Xero as the top bank reconciliation automation tool."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|xai-small|QuickBooks Online (QBO)", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Close Alternative: QuickBooks Online (QBO)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|xai-small|NCH Express Accounts", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "NCH Express Accounts", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If free/basic needed: NCH Express Accounts (limited automation)."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|xai-small|BlackLine", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BlackLine or FloQast (enterprise-focused, custom pricing—overkill for small biz)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|xai-small|FloQast", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "BlackLine or FloQast (enterprise-focused, custom pricing—overkill for small biz)"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|xai-small|BILL", "prompt": "c200-s2", "model": "xai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pair with BILL for advanced B2B payments if needed."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|zai-small|Xero", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Xero** is my top pick because"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|zai-small|QuickBooks Online", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already live inside QuickBooks, QuickBooks Online is a very good alternative."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|zai-small|FloQast", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FloQast** – Streamlines the month-end close, offers exception handling, and integrates with QuickBooks Online, Xero, NetSuite"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|zai-small|Numeric", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeric** – Focuses on close automation, variance analysis, and audit-ready reporting"}, {"id": "mai-20260918-0023-calibration_b|c200-s2|zai-small|BlackLine", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "More enterprise-grade tools for complex multi-entity environments."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|zai-small|Trintech", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "More enterprise-grade tools for complex multi-entity environments."}, {"id": "mai-20260918-0023-calibration_b|c200-s2|zai-small|ReconArt", "prompt": "c200-s2", "model": "zai-small", "cat": "account-reconciliation", "variant": "paraphrase", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More enterprise-grade tools for complex multi-entity environments."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|alibaba-small|QuickBooks Online", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Xero or QuickBooks Online if: Your volume is manageable ... you want to keep costs low by sticking to your primary accounting software."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|alibaba-small|Xero", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Its \"Learn\" capability often outperforms competitors in accuracy over time"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|alibaba-small|Reconcify", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconcify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Reconcify (or similar like FloQast) if: Your team spends more than 10 hours a week on spreadsheets"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|alibaba-small|Ramp", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ramp if: Your biggest headache is employee reimbursements, receipt tracking, and vendor payments"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|alibaba-small|ReconArt", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Dedicated Automation (Reconcify/ReconArt)"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|alibaba-small|Brex", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Expense-Focused (Ramp/Brex)"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|alibaba-small|FloQast", "prompt": "c200-s3", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose Reconcify (or similar like FloQast) if"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|anthropic-small|QuickBooks Online", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks is most useful for smaller teams that want straightforward bank and account reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|anthropic-small|Xero", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is a strong choice if you need multi-bank integration out of the box."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|anthropic-small|Cortex Workspace", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Cortex Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cortex Workspace lets small teams automate reconciliation tasks across their existing tools without a lengthy implementation, with plans starting from $19/month."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|anthropic-small|BlackLine", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "to enterprise platforms like BlackLine and Oracle that quote custom pricing based on scope"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|anthropic-small|Oracle", "prompt": "c200-s3", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise platforms like BlackLine and Oracle that quote custom pricing based on scope"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|challenger-small|QuickBooks Online", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **QuickBooks Online** if you want the simplest built-in option."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|challenger-small|Xero", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Xero** if user limits and bank feeds matter most."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|challenger-small|Zoho Books", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best budget-friendly all-in-one option for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|challenger-small|FloQast", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **FloQast** if your team already works in spreadsheets and needs better close discipline."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|challenger-small|BlackLine Essentials", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Usually overkill for a very small team."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|challenger-small|Aico", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Better suited to teams with defined reconciliation processes."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|challenger-small|Ramp", "prompt": "c200-s3", "model": "challenger-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Less traditional if you mainly want classic bank rec."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|deepseek-small|QuickBooks Online", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small team under ~$10M revenue with a simple setup: Pick QuickBooks, Xero, or Zoho Books—reconciliation is built in"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|deepseek-small|Xero", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pick **QuickBooks, Xero, or Zoho Books**—reconciliation is built in, you avoid tool sprawl, and it's far cheaper."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|deepseek-small|Zoho Books", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pick **QuickBooks, Xero, or Zoho Books**—reconciliation is built in"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|deepseek-small|FloQast", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "graduate to **FloQast** (close workflow, mid-market price) before jumping to BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|deepseek-small|BlackLine", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Over-engineered for most small teams and expensive (~$77K/year average)."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|deepseek-small|ReconArt", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more capacity and exception handling than a typical startup needs"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|deepseek-small|Ramp (Accounting Agent)", "prompt": "c200-s3", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp (Accounting Agent)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "A free plan exists, with an AI agent that auto-codes and reconciles"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|google-small|Xero", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Choose Xero or QBO** if your team is just 1–2 people, transactions are low-volume"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|google-small|QuickBooks Online (QBO)", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Small US-based businesses looking for industry-standard compliance"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|google-small|Numeric", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose Numeric** if you have a team of 3–15, want to automate variance analysis with AI, and want a modern, fast-to-deploy tool"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|google-small|FloQast", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose FloQast if your team is deeply comfortable using Excel for your reconciliations"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|google-small|Airwallex", "prompt": "c200-s3", "model": "google-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Airwallex if your biggest pain point is matching thousands of card transactions"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|meta-small|Ramp", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Ramp - Best for mid-market teams wanting reconciliation tied to real-time coding."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|meta-small|QuickBooks Online Advanced", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small businesses wanting built-in reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|meta-small|FloQast", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for small to mid-sized teams heavily invested in Excel/Google Sheets workflows."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|meta-small|Xero", "prompt": "c200-s3", "model": "meta-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small to mid-sized businesses, especially outside the US."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|Xero", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Low volume, simple needs:** QuickBooks or Xero's built-in reconciliation may be sufficient"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|QuickBooks Online", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small businesses already in QB ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|Sage Intacct", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Growing businesses needing robust features"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|Reconciler", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconciler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Need dedicated matching tool:** Reconciler offers good value at $49/month"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|Aico", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Aico", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Require audit trails:** Aico or FloQast offer stronger compliance features"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|FloQast", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Require audit trails:** Aico or FloQast offer stronger compliance features"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|Numeric", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Mid-sized teams wanting transaction-level ERP visibility"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|minimax-small|Booke", "prompt": "c200-s3", "model": "minimax-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Booke", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** Solo to mid-sized firms wanting daily reconciliation handled"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|mistral-small|QuickBooks Online Advanced", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small businesses wanting built-in reconciliation within familiar accounting software."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|mistral-small|Xero", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong ecosystem and global focus, making it a good fit for international or growing small teams."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|mistral-small|FloQast", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast is more expensive and aimed at larger small teams."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|mistral-small|Ramp", "prompt": "c200-s3", "model": "mistral-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market teams wanting reconciliation tied to real-time coding."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|moonshot-small|QuickBooks Online", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **QuickBooks Online** or **Xero** provide the best balance of features, ease of use, and affordability"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|moonshot-small|Xero", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **QuickBooks Online** or **Xero** provide the best balance of features, ease of use, and affordability"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|moonshot-small|Zoho Books", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Small businesses seeking affordable, flexible cloud accounting"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|moonshot-small|FloQast", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FloQast** is worth considering if you need more structured reconciliation workflows with strong audit capabilities"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|moonshot-small|Doxis SpendControl", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Doxis SpendControl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** SMEs needing all-in-one invoice, expense, and credit card reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|moonshot-small|Sage Intacct", "prompt": "c200-s3", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Small businesses planning to scale"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|openai-small|Xero", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Solo founder or tiny team:** **Xero** or **QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|openai-small|QuickBooks Online", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Solo founder or tiny team:** **Xero** or **QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|openai-small|Zoho Books", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Already using Zoho:** **Zoho Books**"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|openai-small|Sage 50 / Sage accounting products", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage 50 / Sage accounting products", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need more control / traditional accounting:** **Sage**"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|openai-small|Sage Intacct", "prompt": "c200-s3", "model": "openai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These tools are usually **overkill for a very small team**"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|xai-small|QuickBooks Online", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "QuickBooks leads with AI suggestions for categorization... Stick with QuickBooks if you're in it"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|xai-small|Xero", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Xero shines for small teams with unlimited users from day one (great for collaboration)"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|xai-small|Zoho Books", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho wins on cost (free for tiniest teams)... go Zoho for budget"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|xai-small|BlackLine", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "without needing separate enterprise software like BlackLine or FloQast, which are overkill and pricier for small-scale use"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|xai-small|FloQast", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "like BlackLine or FloQast, which are overkill and pricier for small-scale use"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|xai-small|Reconciler", "prompt": "c200-s3", "model": "xai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconciler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Standalone tools like Reconciler exist but are less common for tiny teams"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|QuickBooks Online", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For micro‑businesses already in QuickBooks or Xero:** QuickBooks Online or Xero offer the simplest path."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|Xero", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "QuickBooks Online or Xero offer the simplest path."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|FloQast", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For teams needing AI‑assisted close and multi‑entity workflows:** FloQast or Numeric are strong contenders."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|Reconciler", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Reconciler", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If matching is your main bottleneck:** Reconciler (for SMBs) or ReconArt (for high volume) can add a dedicated layer."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|Numeric", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "FloQast or Numeric are strong contenders"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|ReconArt", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ReconArt (for high volume) can add a dedicated layer"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|BlackLine", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For strict compliance and ready‑to‑use templates:** BlackLine provides a more formal approach."}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|Sage 50 Accounting", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Sage 50 Accounting", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "a basic Sage 50 plan may suffice"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|NCH Express Accounts", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For ultra‑small teams on a budget:** NCH Express Accounts (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c200-s3|zai-small|Ramp", "prompt": "c200-s3", "model": "zai-small", "cat": "account-reconciliation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you also need expense management:** Ramp combines expense cards with reconciliation in one platform."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|alibaba-small|Zoho Books", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Final Verdict:** Start with **Zoho Books** if you haven't picked an accounting system yet."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|alibaba-small|QuickBooks Online", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Most Common & User-Friendly: QuickBooks Online ... **Drawback:** Higher price than Zoho"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|alibaba-small|Wave", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best \"Free\" Option (With Limits): Wave ... Manual reconciliation only."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|alibaba-small|Ramp", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ramp:** Offers a **free card spending** management plan that handles much of the coding automatically."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|alibaba-small|Bill.com", "prompt": "c200-s4", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Starts around **$80/month**, which might be too steep for a \"tight\" budget"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|anthropic-small|QuickBooks Online Advanced", "prompt": "c200-s4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**QuickBooks Online Advanced** is the most cost-effective choice for small businesses with straightforward reconciliation needs."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|anthropic-small|Xero", "prompt": "c200-s4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero** is another strong alternative, particularly if your company operates outside the US."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|anthropic-small|ReconArt", "prompt": "c200-s4", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a strong alternative for budget-conscious teams with high transaction volumes at $300/month"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|challenger-small|Zoho Books", "prompt": "c200-s4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget pick overall: Zoho Books"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|challenger-small|QuickBooks Online", "prompt": "c200-s4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best choice is usually **Zoho Books** or **QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|challenger-small|Wave", "prompt": "c200-s4", "model": "challenger-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option for very small or solo operations: Wave"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|Wave Accounting", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Wave Accounting — Free** (Best if you're very cost-sensitive)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|Zoho Books", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Zoho Books — From Free / $15/mo** (Best overall budget pick)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|Xero", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best balance of price + features"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|QuickBooks Online", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it gets expensive quickly with higher tiers and add-ons"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|NCH Express Accounts", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best free desktop option"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|BlackLine", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to avoid on a tight budget ... BlackLine alone can run $77K–$340K/year"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|FloQast", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "priced for enterprises — expect tens of thousands of dollars per year"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|ReconArt", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "These are massive overkill and overbudget for a small company"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|AutoRek", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "AutoRek", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "These are massive overkill and overbudget for a small company"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|Numeric", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Numeric", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "even mid-tier options like Numeric ($30+/user/mo) ... add cost without much benefit"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|deepseek-small|Reconciler", "prompt": "c200-s4", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Reconciler", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Reconciler ($49/mo) add cost without much benefit at small transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|BlackLine", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "purchasing specialized, enterprise-grade account reconciliation software (such as BlackLine, FloQast, or ReconArt) is usually a mistake"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|FloQast", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "such as BlackLine, FloQast, or ReconArt) is usually a mistake"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|ReconArt", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "ReconArt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "such as BlackLine, FloQast, or ReconArt) is usually a mistake"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|Zoho Books", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "If you have a $0 budget and low transaction volume: Start with the Zoho Books Free Plan."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|Wave Accounting", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Freelancers, service-based businesses, and solopreneurs looking for simplicity."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|Xero", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "If you want maximum automation to handle hundreds of recurring transactions: Choose Xero."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|QuickBooks Online", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you have a dedicated accountant or bookkeeper: ... They will almost certainly recommend QuickBooks Online"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|Coefficient", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Coefficient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Coefficient connects your spreadsheets directly to live data sources"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|google-small|Microsoft Excel Power Query", "prompt": "c200-s4", "model": "google-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Microsoft Excel Power Query", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for: Zero-budget businesses comfortable with Excel who want complete control over their matching logic."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|meta-small|NCH Express Accounts", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be one that offers a free plan or a low-cost subscription, such as NCH Express Accounts or QuickBooks Online"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|meta-small|QuickBooks Online", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "such as NCH Express Accounts or QuickBooks Online ... offers a range of pricing plans, including a basic plan for $20-$30 per month"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|meta-small|Zoho Books", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider include Zoho Books, Ramp, and Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|meta-small|Ramp", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider include Zoho Books, Ramp, and Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|meta-small|Xero", "prompt": "c200-s4", "model": "meta-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider include Zoho Books, Ramp, and Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|minimax-small|Zoho Books", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** or **QuickBooks Online (Basic or Plus)** are often the best choices due to their affordability and robust reconciliation features"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|minimax-small|QuickBooks Online", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books** or **QuickBooks Online (Basic or Plus)** are often the best choices"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|minimax-small|Xero", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starts at $25/month (Early plan)... Small to mid-sized businesses, especially those outside the US"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|minimax-small|AccountEdge", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "AccountEdge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you prefer a one-time purchase to avoid monthly fees, **AccountEdge** is a solid desktop option."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|minimax-small|Ramp", "prompt": "c200-s4", "model": "minimax-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free tier available for basic features; paid plans start at around $50/month."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|mistral-small|QuickBooks Online", "prompt": "c200-s4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for tightest budget: QuickBooks Online Simple Start ($20/month)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|mistral-small|Xero", "prompt": "c200-s4", "model": "mistral-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for slightly more features: Xero Growing ($55/month)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|moonshot-small|NCH Express Accounts", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NCH Express Accounts** (Best Free Option)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|moonshot-small|QuickBooks Online", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**QuickBooks Online** (Best Overall Value)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|moonshot-small|Xero", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero** or **QuickBooks Online Simple Start** will save you significant time"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|moonshot-small|Wave Accounting", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have 1\\u20132 employees:** Start with **Wave** (free)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|moonshot-small|Zoho Books", "prompt": "c200-s4", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Books** (free tier) and upgrade only if you need more automation"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|openai-small|QuickBooks Online", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget pick: QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|openai-small|Xero", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best budget pick if you want slightly stronger reconciliation workflow: Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|openai-small|FloQast", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "includes larger products like FloQast, BlackLine, and Vena, which are usually not the cheapest route"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|openai-small|BlackLine", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "larger products like FloQast, BlackLine, and Vena, which are usually not the cheapest route"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|openai-small|Vena", "prompt": "c200-s4", "model": "openai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "larger products like FloQast, BlackLine, and Vena, which are usually not the cheapest route"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|xai-small|Wave", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, Wave is one of the best options for account reconciliation software"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|xai-small|NCH Express Accounts", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "NCH Express Accounts", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free (under 5 employees...) | Offline/desktop users | Basic reconciliation"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|xai-small|QuickBooks Online", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AI-powered matching, auto bank feeds, unlimited reconciliations; highly rated (4.3/5)"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|xai-small|Xero", "prompt": "c200-s4", "model": "xai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$20–$25/month (Early plan) | Growing small teams | Unlimited users, strong bank rules/matching"}, {"id": "mai-20260918-0023-calibration_b|c200-s4|zai-small|Zoho Books", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Recommendation:** Go with **Zoho Books**."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|zai-small|Wave", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Wave is a solid, easy-to-use option."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|zai-small|Ramp", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your reconciliation pain points are specifically related to corporate spending and receipts."}, {"id": "mai-20260918-0023-calibration_b|c200-s4|zai-small|QuickBooks", "prompt": "c200-s4", "model": "zai-small", "cat": "account-reconciliation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Only if you need the industry-standard ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|BlackLine", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "without the bloated complexity (and high cost) of enterprise platforms like BlackLine or OneStream"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|OneStream", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "without the bloated complexity (and high cost) of enterprise platforms like BlackLine or OneStream"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|Reconciler", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Reconciler", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Standalone / Pure Reconciliation** | ... | **Reconciler**, **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|Ramp", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Accounting Software Extensions | Companies already deep in QuickBooks/Xero/Ramp who need a little more help. | **Ramp**, **QBO Advanced**"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|QBO Advanced", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QBO Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "extensions within your accounting software (*Ramp*, *QBO Advanced*)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|Numeric", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Standalone / Pure Reconciliation** | ... | **Reconciler**, **Numeric**"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|Bill.com", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like *Numeric* or *Bill.com*"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|FloQast", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Tools like *FloQast*. Only consider this if you also need \"Close Management\""}, {"id": "mai-20260918-0023-calibration_b|c200-s5|alibaba-small|Trullion", "prompt": "c200-s5", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Full Close Suite | ... | **FloQast**, **Trullion** | $30k+ / year"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|challenger-small|Numeric", "prompt": "c200-s5", "model": "challenger-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "look closely at tools with strong fit for that environment, including Numeric-style modern close/reconciliation platforms"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|deepseek-small|HighRadius", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Many enterprise tools (HighRadius, Trintech, BlackLine) are overkill and pricey for your size."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|deepseek-small|Trintech", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Many enterprise tools (HighRadius, Trintech, BlackLine) are overkill and pricey for your size."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|deepseek-small|BlackLine", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Many enterprise tools (HighRadius, Trintech, BlackLine) are overkill and pricey for your size."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|deepseek-small|Tipalti Reconcile", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Tipalti Reconcile", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB-friendly tools (e.g., Tipalti Reconcile for AP-heavy ops, Numeric, Ramp, others) often hit the sweet spot."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|deepseek-small|Numeric", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SMB-friendly tools (e.g., Tipalti Reconcile for AP-heavy ops, Numeric, Ramp, others) often hit the sweet spot."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|deepseek-small|Ramp", "prompt": "c200-s5", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SMB-friendly tools (e.g., Tipalti Reconcile for AP-heavy ops, Numeric, Ramp, others) often hit the sweet spot."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|BlackLine", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You do not need massive, expensive enterprise-grade reconciliation software like BlackLine or Trintech, which are built for giant corporations."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Trintech", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You do not need massive, expensive enterprise-grade reconciliation software like BlackLine or Trintech, which are built for giant corporations."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|QuickBooks Online", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "keeping your workflows native inside QBO/Xero is the most cost-effective route"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Xero", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Xero** features a highly advanced, AI-driven automation assistant called **JAX**, which automatically reconciles and categorizes bank transactions"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|NetSuite", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or possibly **NetSuite** if you are a venture-backed startup"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Ramp", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ramp** or **Brex**: Rather than buying separate reconciliation software, modern card platforms automate this entirely."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Brex", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ramp** or **Brex**: Rather than buying separate reconciliation software, modern card platforms automate this entirely."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Airwallex", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Excellent if you deal with international transactions and multi-currency expenses."}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Numeric", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "It is a fantastic alternative to enterprise tools, helping you automate balance sheet reconciliations"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|FloQast", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "(Note: FloQast starts around $999/month, so ensure your budget supports this.)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|ReconArt", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "ReconArt is a highly focused reconciliation engine starting at a much lower entry point (around $300/month)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Pilot", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Pilot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Pilot** or **Kruze Consulting**: ... look at tech-enabled bookkeeping services"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|google-small|Kruze Consulting", "prompt": "c200-s5", "model": "google-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Kruze Consulting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "They use proprietary automation software to reconcile your accounts for you"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|Numeric", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top account reconciliation software options for 2026 include:\n\n1. Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|FloQast", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. FloQast"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|QuickBooks Online", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. QuickBooks Online"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|Xero", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|Ramp", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Ramp"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|BlackLine", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|Prophix One", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Prophix One"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|Trintech (Adra)", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech (Adra)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Trintech (Adra)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|OneStream", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. OneStream"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|Oracle Cloud EPM", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Oracle Cloud EPM"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|meta-small|HighRadius", "prompt": "c200-s5", "model": "meta-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|minimax-small|QuickBooks Online", "prompt": "c200-s5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**QuickBooks Online** – Good for basic needs, AI-powered categorization"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|minimax-small|Ramp", "prompt": "c200-s5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ramp** – Modern, good for automation"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|minimax-small|Prophix One", "prompt": "c200-s5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Prophix One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Prophix One** – Mid-market focus, close integration"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|minimax-small|Numeric", "prompt": "c200-s5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Numeric** – Strong for tech-forward teams"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|minimax-small|Zone & Co", "prompt": "c200-s5", "model": "minimax-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Zone & Co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Zone & Co** – Good for multi-entity requirements"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|mistral-small|BlackLine", "prompt": "c200-s5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BlackLine** (enterprise-grade, SOX-focused)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|mistral-small|Adra by Trintech", "prompt": "c200-s5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Adra by Trintech", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Adra by Trintech** (strong automation, audit-ready)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|mistral-small|Oracle Account Reconciliation", "prompt": "c200-s5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Oracle Account Reconciliation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Oracle Account Reconciliation** (good for Oracle ERP users)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|mistral-small|SAP Account Reconciliation and Automation", "prompt": "c200-s5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "SAP Account Reconciliation and Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SAP Account Reconciliation and Automation**"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|mistral-small|HighRadius", "prompt": "c200-s5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**HighRadius** (AI-driven, scalable)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|mistral-small|ReconArt", "prompt": "c200-s5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "ReconArt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "ReconArt** (user-friendly, good for mid-market)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|mistral-small|SkyStem", "prompt": "c200-s5", "model": "mistral-small", "cat": "account-reconciliation", "variant": "scale", "raw": "SkyStem", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SkyStem** (simple, affordable, good for smaller teams)"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|FloQast", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Mid-market tools like FloQast and Numeric typically deploy faster than enterprise solutions"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|Numeric", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market tools like FloQast and Numeric typically deploy faster than enterprise solutions"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|QuickBooks Reconcile", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Reconcile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**SMB-Friendly** | QuickBooks Reconcile, Xero | Already using these platforms"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|Xero", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**SMB-Friendly** | QuickBooks Reconcile, Xero | Already using these platforms"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|Reconciler", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Reconciler", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Specialized Matching** | Reconciler, HighRadius | High transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|HighRadius", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Specialized Matching** | Reconciler, HighRadius | High transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|BlackLine", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Enterprise (likely overkill)** | BlackLine, Trintech"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|moonshot-small|Trintech", "prompt": "c200-s5", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Enterprise (likely overkill)** | BlackLine, Trintech"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|xai-small|QuickBooks Online Advanced", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Prioritize solutions like QuickBooks Online Advanced, Xero, FloQast, BlackLine Essentials, or Numeric, which suit SMBs"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|xai-small|Xero", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Prioritize solutions like QuickBooks Online Advanced, Xero, FloQast, BlackLine Essentials, or Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|xai-small|FloQast", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "FloQast for close workflows"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|xai-small|BlackLine Essentials", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "BlackLine Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize solutions like ... BlackLine Essentials, or Numeric, which suit SMBs"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|xai-small|Numeric", "prompt": "c200-s5", "model": "xai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize solutions like ... or Numeric, which suit SMBs based on recent comparisons"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|zai-small|FloQast", "prompt": "c200-s5", "model": "zai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3\\u20134 vendors that meet the \"Must\\u2011Have\" criteria ... (e.g., FloQast, Highradius, Relay, Maxima, Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|zai-small|Highradius", "prompt": "c200-s5", "model": "zai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Highradius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., FloQast, Highradius, Relay, Maxima, Numeric \\u2013 check recent G2/Capterra reviews"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|zai-small|Relay", "prompt": "c200-s5", "model": "zai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., FloQast, Highradius, Relay, Maxima, Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|zai-small|Maxima", "prompt": "c200-s5", "model": "zai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Maxima", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., FloQast, Highradius, Relay, Maxima, Numeric"}, {"id": "mai-20260918-0023-calibration_b|c200-s5|zai-small|Numeric", "prompt": "c200-s5", "model": "zai-small", "cat": "account-reconciliation", "variant": "scale", "raw": "Numeric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., FloQast, Highradius, Relay, Maxima, Numeric \\u2013 check recent G2/Capterra reviews for real user feedback"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|alibaba-small|BlackLine", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Over-Engineered Enterprise Solutions **Examples:** BlackLine, FloQast (for businesses under $5M revenue)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|alibaba-small|FloQast", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Over-Engineered Enterprise Solutions **Examples:** BlackLine, FloQast (for businesses under $5M revenue)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|alibaba-small|NCH Express Accounts", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "NCH Express Accounts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Older standalone desktop applications (like certain versions of NCH Express Accounts) that lack cloud-based automatic bank syncing"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|alibaba-small|Excel/Google Sheets", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "using spreadsheets *alone* as your primary reconciliation tool carries significant risk"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|alibaba-small|QuickBooks Online", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**QuickBooks Online:** Best U.S. SMB standard; AI-powered auto-categorization and direct bank feeds."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|alibaba-small|Xero", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Xero:** Strong for clean workflows and international operations."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|alibaba-small|Wave", "prompt": "c200-s6", "model": "alibaba-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Wave:** Free option suitable for freelancers and micro-businesses"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|anthropic-small|HighRadius", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise platforms like HighRadius have implementation and configuration that can be a significant lift, and are geared toward large organizations rather than smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|anthropic-small|Trintech's Adra platform", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech's Adra platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "implementation and complexity that can be a barrier for smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|anthropic-small|BlackLine", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "BlackLine has a high cost and learning curve that may be a consideration for smaller businesses"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|anthropic-small|QuickBooks", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "doesn't accommodate many customizations... users report many bugs, missing features, and unclear user interface"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|anthropic-small|Xero", "prompt": "c200-s6", "model": "anthropic-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Small businesses under $10M can start with what's built into QuickBooks Online or Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|challenger-small|BlackLine", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one comparison specifically says small businesses should avoid it because it is *over-engineered* for low-volume needs"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|challenger-small|FloQast", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the pricing and implementation burden can make it a poor fit for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|challenger-small|QuickBooks", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **built-in reconciliation in QuickBooks or Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|challenger-small|Xero", "prompt": "c200-s6", "model": "challenger-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **built-in reconciliation in QuickBooks or Xero**"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|BlackLine", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why small businesses should avoid it: It's dramatically overpriced, overly complex, and overkill"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|Trintech (Cadency / Adra)", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech (Cadency / Adra)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generally too costly and complex for most small businesses."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|Workiva", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Overkill and overpriced for a typical small business."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|FloQast", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "still expensive, and reviewers commonly complain about slow loading times, limited customization"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|Kashoo", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Kashoo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "bank feeds faulting and creating duplicate bank entries"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|QuickBooks", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "it's the native reconciliation features already built into QuickBooks, Xero, or Zoho Books"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|Nanonets", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Nanonets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be suspicious of claims of very high automation rates"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|Xero", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "built into QuickBooks, Xero, or Zoho Books (which the research consistently recommends for lower transaction volumes)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|deepseek-small|Zoho Books", "prompt": "c200-s6", "model": "deepseek-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "built into QuickBooks, Xero, or Zoho Books"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|BlackLine", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples:** BlackLine, Trintech (Cadency/T-Recs), HighRadius, FloQast... **Why to avoid them:**"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|Trintech (Cadency/T-Recs)", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech (Cadency/T-Recs)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Financial Close Platforms (The \"Overkill\" Suites)... Why to avoid them"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|HighRadius", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples:** BlackLine, Trintech (Cadency/T-Recs), HighRadius, FloQast"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|FloQast", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples:** BlackLine, Trintech (Cadency/T-Recs), HighRadius, FloQast"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|Gresham Technologies (Clareti)", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Gresham Technologies (Clareti)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Examples:** Gresham Technologies (Clareti), Duco, SolveXia... Why to avoid them"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|Duco", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Duco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Examples:** Gresham Technologies (Clareti), Duco, SolveXia... Why to avoid them"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|SolveXia", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SolveXia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Examples:** Gresham Technologies (Clareti), Duco, SolveXia... Why to avoid them"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|QuickBooks Online (QBO)", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online (QBO)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "If you use cloud platforms like QuickBooks Online (QBO) or Xero, they already have robust, built-in bank reconciliation tools with auto-matching algorithms."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|Xero", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "QuickBooks Online (QBO) or Xero, they already have robust, built-in bank reconciliation tools"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|Numeric", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Numeric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "scale up to user-friendly, affordable ledger automation tools (like **Numeric**, **Dext**, or **Hubdoc**)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|Dext", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "affordable ledger automation tools (like **Numeric**, **Dext**, or **Hubdoc**) that sit on top of QBO/Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|google-small|Hubdoc", "prompt": "c200-s6", "model": "google-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Hubdoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "affordable ledger automation tools (like **Numeric**, **Dext**, or **Hubdoc**)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|QuickBooks Online", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "QuickBooks Online may not be the best option for businesses that need more advanced reconciliation features or have a high volume of transactions."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|Xero", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Xero may not be suitable for businesses that need more comprehensive accounting features."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|Zoho Books", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Zoho Books may not be the best choice for businesses that need more advanced automation features."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|BlackLine Essentials", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the tools mentioned include QuickBooks Online, Xero, Zoho Books, BlackLine Essentials, Cube, Ramp, Doxis SpendControl, and FloQast."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|Cube", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the tools mentioned include ... Cube, Ramp, Doxis SpendControl, and FloQast."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|Ramp", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the tools mentioned include ... Cube, Ramp, Doxis SpendControl, and FloQast."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|Doxis SpendControl", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Doxis SpendControl", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Some of the tools mentioned include ... Doxis SpendControl, and FloQast."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|meta-small|FloQast", "prompt": "c200-s6", "model": "meta-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Some of the tools mentioned include ... Doxis SpendControl, and FloQast."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|minimax-small|BlackLine", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**BlackLine and Trintech**: While powerful for large enterprises, these often come with enterprise pricing that exceeds small business budgets."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|minimax-small|Trintech", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Trintech", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Implementation typically takes 3-6 months and requires a dedicated systems administrator."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|minimax-small|QuickBooks Online", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The best options for most small businesses tend to be QuickBooks Online or Xero"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|minimax-small|Xero", "prompt": "c200-s6", "model": "minimax-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "The best options for most small businesses tend to be QuickBooks Online or Xero, which offer built-in reconciliation with AI-powered matching at SMB-friendly price points."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|moonshot-small|SAP", "prompt": "c200-s6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Solutions (SAP, Oracle, Blackline, etc.) ... it's likely overkill and overpriced for a small business."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|moonshot-small|Oracle", "prompt": "c200-s6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Solutions (SAP, Oracle, Blackline, etc.) ... likely overkill and overpriced for a small business."}, {"id": "mai-20260918-0023-calibration_b|c200-s6|moonshot-small|Blackline", "prompt": "c200-s6", "model": "moonshot-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Blackline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Solutions (SAP, Oracle, Blackline, etc.) ... built for multi-entity corporations"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|xai-small|QuickBooks Online", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Small businesses should prioritize reliable, scalable reconciliation tools (like QuickBooks Online or Xero for basics)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|xai-small|Xero", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "like QuickBooks Online or Xero for basics"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|xai-small|NCH Express Accounts", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "NCH Express Accounts", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Free or Ultra-Cheap Tools (e.g., basic free tiers of NCH Express Accounts... **Why avoid/be cautious:** They often lack robust automation"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|xai-small|Excel templates", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Excel templates", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "generic Excel templates... Why avoid/be cautious: They often lack robust automation, leading to high manual effort, errors"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|xai-small|Reckon One", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "Reckon One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools with Frequent User Complaints on Performance (e.g., Reckon One... underdeveloped bank recon (Reckon One requires manual workarounds per Capterra)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|xai-small|FloQast", "prompt": "c200-s6", "model": "xai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "FloQast", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some configs of FloQast for SMBs... limited customization (FloQast per G2)"}, {"id": "mai-20260918-0023-calibration_b|c200-s6|zai-small|BlackLine", "prompt": "c200-s6", "model": "zai-small", "cat": "account-reconciliation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid tools that are over‑priced for your size (e.g., enterprise‑grade platforms like BlackLine"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** is widely considered the market leader for large-scale enterprises"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|alibaba-small|Diligent Boards", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Diligent Boards (Best for Integrated Risk & Governance)"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|alibaba-small|OnBoard", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want to **modernize culture and improve adoption**, go with **OnBoard**."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|alibaba-small|Fairview", "prompt": "c209-l1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your board is **finance-heavy and data-centric**, investigate **Fairview**."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|anthropic-small|Diligent Boards", "prompt": "c209-l1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Boards** is recognized as the best for enterprise and pre-IPO governance, offering the deepest entity and committee infrastructure"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|anthropic-small|Board Intelligence", "prompt": "c209-l1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "combines agenda planning with built-in AI-assisted minutes and report tools, and is well-suited for enterprise-level organizations"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|anthropic-small|Azeus Convene", "prompt": "c209-l1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A secure board portal software that facilitates board meetings and document sharing"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|challenger-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **best single recommendation**, I'd choose **Nasdaq Boardvantage** for a typical enterprise B2B board"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|challenger-small|Diligent Boards", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Boards** is also a strong contender, as it is consistently included among top-rated board management solutions"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|challenger-small|Board Intelligence", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your main pain point is **board reporting quality**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|challenger-small|OnBoard", "prompt": "c209-l1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong for director adoption and modern usability"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|deepseek-small|Diligent Boards", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent** is the strongest all-around choice if you need deep governance + GRC capabilities"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Nasdaq Boardvantage** if you're public or pre-IPO"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|deepseek-small|OnBoard", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OnBoard** if modern UX and faster rollout are more important"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|deepseek-small|BoardEffect", "prompt": "c209-l1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less ideal for your use case unless you fit those verticals"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Pigment", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best combination is **Pigment** (to automatically calculate metrics and build the reporting suite) paired with **Zeck**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Anaplan", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pigment is the modern darling of FP&A teams, widely replacing legacy tools like Anaplan."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Workday Adaptive Planning", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Traditional Enterprise Stack: ... the standard combination is **Workday Adaptive Planning** paired with **Diligent Boards**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Mosaic", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for VC/PE-Backed B2B Mid-Market to Enterprise"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Zeck", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Zeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "paired with **Zeck** (to deliver the deck via an interactive web portal with viewer tracking)"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Diligent Boards", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Diligent is almost always the safe, approved option"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Board Intelligence", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for AI-Powered Narrative Reports"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|OnBoard", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best User Adoption & Ease of Use"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|google-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "paired with **Diligent Boards** or **Nasdaq Boardvantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|meta-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include Nasdaq Boardvantage, ClearPoint Strategy, and Fairview."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|meta-small|ClearPoint Strategy", "prompt": "c209-l1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top results include Nasdaq Boardvantage, ClearPoint Strategy, and Fairview."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|meta-small|Fairview", "prompt": "c209-l1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top results include Nasdaq Boardvantage, ClearPoint Strategy, and Fairview."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|minimax-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often ranked as the top enterprise board management solution"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|minimax-small|Diligent Boards", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly rated enterprise solution (9.0/10 in some rankings)"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|minimax-small|BoardPAC", "prompt": "c209-l1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong enterprise rating (9.1/10)"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|mistral-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** is widely regarded as one of the best board reporting and board management software solutions"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|mistral-small|BoardPAC", "prompt": "c209-l1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPAC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include **BoardPAC** and **BOARD**, which also cater to enterprise-level requirements"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|mistral-small|BOARD", "prompt": "c209-l1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BOARD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options include **BoardPAC** and **BOARD**, which also cater to enterprise-level requirements"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** 🏆 - **Best for:** Audit-ready enterprise board governance"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|moonshot-small|Diligent", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Need governance + secure document sharing | **Diligent** or **Nasdaq Boardvantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|moonshot-small|BoardPAC", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Multi-national enterprises (rated 9.1/10)"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|moonshot-small|Datarails", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Datarails** 🏆 - **Best for:** Excel-devoted finance teams"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|moonshot-small|Workiva", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Public company with SEC reporting | **Workiva**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|moonshot-small|Board (formerly Board International)", "prompt": "c209-l1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board (formerly Board International)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Integrated FP&A, planning, and reporting | **Board**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|openai-small|Diligent Boards", "prompt": "c209-l1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default choice is usually **Diligent Boards**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|openai-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a **serious enterprise alternative**"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|openai-small|Board Intelligence", "prompt": "c209-l1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "often a strong fit when the emphasis is on high-quality board packs and reporting clarity, though you'd want to compare directly"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|xai-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Nasdaq Boardvantage** if you're a large public/regulated B2B"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|xai-small|Diligent Entities", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "consistently rank as the top board reporting and management software options for enterprise B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|xai-small|OnBoard", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Scalable enterprise with modern UX | High usability scores"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|xai-small|Convene", "prompt": "c209-l1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Workflow-heavy boards | Strong meeting prep, annotations, resolution tracking"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|zai-small|Nasdaq Boardvantage", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want audit-ready governance with strong support and ROI, **Nasdaq Boardvantage** is a top choice."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|zai-small|Diligent Boards", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need unified governance, risk, and compliance with AI and benchmarking intelligence, **Diligent Boards** is ideal."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|zai-small|Convene", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a collaborative, all-in-one hub, **Convene** offers a compelling option."}, {"id": "mai-20260918-0023-calibration_b|c209-l1|zai-small|Azeus Convene", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azeus Convene | Enterprise (8.8/10) | Meeting preparation & annotation tools, governance modules"}, {"id": "mai-20260918-0023-calibration_b|c209-l1|zai-small|OnBoard", "prompt": "c209-l1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "OnBoard | Enterprise (8.5/10) | Intuitive design, time-saving workflows, secure collaboration"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|alibaba-small|Wix", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Wix", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "You cannot use a generic website builder (like Wix or Squarespace) or a simple PDF host."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|alibaba-small|Squarespace", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Squarespace", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "You cannot use a generic website builder (like Wix or Squarespace)"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|alibaba-small|Q2:IR", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q2:IR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start a conversation with **Q2:IR** for the best user experience"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|alibaba-small|Allard IR", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Allard IR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your decision-making relies heavily on understanding exactly how stakeholders interact with your materials, Allard is the best choice."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|alibaba-small|Boardvox (Nuvem)", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Boardvox (Nuvem)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "request a demo from **Boardvox** to test their backend integrations"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|alibaba-small|InnovestX", "prompt": "c209-l2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "InnovestX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "InnovestX is more than just a reporting tool; it is a full-spectrum solution... requires a higher budget."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|anthropic-small|Thomson Reuters", "prompt": "c209-l2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "dedicated investor relations platforms (like those from Thomson Reuters, FactSet, or Donnelley Financial Solutions)"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|anthropic-small|FactSet", "prompt": "c209-l2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "FactSet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "dedicated investor relations platforms (like those from Thomson Reuters, FactSet, or Donnelley Financial Solutions)"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|anthropic-small|Donnelley Financial Solutions", "prompt": "c209-l2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Donnelley Financial Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "dedicated investor relations platforms (like those from Thomson Reuters, FactSet, or Donnelley Financial Solutions)"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|challenger-small|Q4 IR", "prompt": "c209-l2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 IR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Q4 IR** if your main need is **investor relations and reporting at enterprise scale**"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|challenger-small|Workiva", "prompt": "c209-l2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Workiva** is the stronger alternative because it is designed to **scale and streamline fund financial and regulatory reporting**"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|deepseek-small|Q4 Inc.", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 Inc.", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Q4 Inc.** is the strongest all-round recommendation."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|deepseek-small|Notified", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notified", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Notified** – A strong all-in-one alternative with a connected IR Hub"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|deepseek-small|Nasdaq IR Insight / IR Intelligence", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Insight / IR Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if you need best-in-class stock surveillance, investor targeting, and ownership intelligence"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|deepseek-small|EQS COCKPIT", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "EQS COCKPIT", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worth considering if you're multinational or European"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|deepseek-small|Carta", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Private VC/PE-backed B2B company:** **Carta**."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|deepseek-small|Altvia", "prompt": "c209-l2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Altvia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a strong enterprise-grade alternative focused on investor portals, CRM, and reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|Workiva", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is the undisputed enterprise gold standard"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|The Q4 Platform", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "The Q4 Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Q4** is the industry leader, trusted by over 2,600 global brands"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|Nasdaq IR Insight", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nasdaq IR Insight** is unmatched"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|Allvue Systems", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Allvue Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Allvue** or **Carta** if you are a massive private/PE-backed B2B firm"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|Dynamo Software", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Dynamo Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these platforms are custom-built for alternative asset management"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|Carta (Enterprise)", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Allvue** or **Carta** if you are a massive private/PE-backed B2B firm"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|Shareworks by Morgan Stanley", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "single source of truth for corporate equity"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|google-small|Irwin", "prompt": "c209-l2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Irwin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Irwin** is a top choice"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|meta-small|FactSet", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "FactSet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. FactSet - A comprehensive investor reporting and communication platform that offers advanced features such as market analytics and investor Q&A."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|meta-small|eFront Insight", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eFront Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. eFront Insight - A robust investment reporting software that provides deal and portfolio reporting workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|meta-small|Q4", "prompt": "c209-l2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Q4 - A broad IR platform with AI-driven market intelligence, suitable for large public companies."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|minimax-small|Carta", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like **Carta** (great for equity management + reporting)"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|minimax-small|Q4", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Q4** (enterprise-grade for large public companies)"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|minimax-small|eFront/Altvia", "prompt": "c209-l2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eFront/Altvia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**eFront/Altvia** (enterprise PE/VC focus)"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|mistral-small|Carta", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** and **Q4** are the top choices due to their enterprise scalability"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|mistral-small|Q4", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Carta** and **Q4** are the top choices due to their enterprise scalability"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|mistral-small|Aleph", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your team is heavily invested in Excel or Google Sheets, **Aleph** is a strong alternative."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|mistral-small|eFront Insight", "prompt": "c209-l2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eFront Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For portfolio-heavy businesses, **eFront Insight** is worth considering."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|moonshot-small|Workiva Investor Relations", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva Investor Relations", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Workiva Investor Relations**"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|moonshot-small|Nasdaq IR Insight", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Strong Alternative: Nasdaq IR Insight**"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|moonshot-small|Irwin", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Irwin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Investor CRM & Targeting: Irwin**"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|moonshot-small|Q4", "prompt": "c209-l2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Digital IR & Communications: Q4**"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|openai-small|Q4", "prompt": "c209-l2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Q4** as the default choice for investor reporting and broader investor relations workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|xai-small|Q4 Inc.", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Q4 Inc.", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Q4 Inc. as the top choice."}, {"id": "mai-20260918-0023-calibration_b|c209-l2|xai-small|Nasdaq IR Insight", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Nasdaq IR Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Large public companies needing connected IR with stock exchange ties"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|xai-small|Workiva", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SEC reporting + IR for regulated enterprises"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|xai-small|Computershare (Georgeson)", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Computershare (Georgeson)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global share registry + IR/proxy for massive issuers"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|xai-small|Investran", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "for private equity, look at Investran or eFront"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|xai-small|eFront", "prompt": "c209-l2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eFront", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "for private equity, look at Investran or eFront"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|zai-small|Workiva", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Workiva** is particularly well-suited for large B2B companies because it:"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|zai-small|FactSet", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "FactSet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong – enterprise-grade platform with 800+ data sources, used by corporations for IR"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|zai-small|Computershare", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Computershare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong – specialized in shareholder communications and corporate services for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|zai-small|Proxymity", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Proxymity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong – enterprise investor relations platform with CRM and workflow features"}, {"id": "mai-20260918-0023-calibration_b|c209-l2|zai-small|Irwin CRM", "prompt": "c209-l2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Irwin CRM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Irwin CRM** for investor surveillance, targeting, and interaction tracking"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|Diligent Boards", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The market leader for large enterprises. Offers deep integration with GRC"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for robust security, transparent pricing, and strong customer support."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|AppDeck", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern, cloud-native portal that emphasizes real-time dashboards and customizable KPI tracking"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|BoardPro / Govenda", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro / Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong focus on workflow automation, version control, and approval chains."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|Planful", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Comprehensive performance management platform... look at Planful or DataRails"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|DataRails", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Specializes in automating Excel-based reporting workflows."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|Fast.io", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Fast.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focuses on AI-driven insights and automated narrative generation."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|Board Intelligence", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offers a mix of portal capabilities with built-in reporting modules."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|alibaba-small|Zeck", "prompt": "c209-l3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Zeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some newer tools like **AppDeck** or **Zeck** attempt to merge these worlds"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Diligent Boards", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Boards offers enterprise-grade security with end-to-end encryption and audit trails, with comprehensive meeting management"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "enterprise board management platform providing secure collaboration, real-time reporting, and analytics"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|OnBoard", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "modern board portal with intuitive tools for agenda building and customized board reporting dashboards"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|BOARD", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BOARD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "is ideal for executive reporting with scenario planning and budgeting directly from a single data source"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Vena", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan each bring a distinct approach"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Workday Adaptive Planning", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "each bring a distinct approach—some prioritize scale and enterprise governance"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Cube", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Syntellis", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Syntellis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "tools like Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|OneStream", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "tools like Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Prophix", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Prophix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Prophix enables finance teams to consolidate data across entities, generate board-ready reports"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|anthropic-small|Anaplan", "prompt": "c209-l3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "tools like Vena, Workday Adaptive Planning, Cube, Syntellis, OneStream, Prophix, and Anaplan"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Diligent Boards** or **Nasdaq Boardvantage** for the strongest enterprise governance workflow."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|Diligent Boards", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Diligent Boards** or **Nasdaq Boardvantage** for the strongest enterprise governance workflow."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|Azeus Convene", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprise board collaboration and package creation"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|OnBoard", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Secure board-pack workflow and distribution"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|Board Intelligence", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Board Intelligence** if the priority is clearer, more decision-oriented board papers."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|Workiva", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Workiva** if board reporting must connect tightly to financial, audit, or disclosure processes."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|DataRails", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **DataRails** or **Planful** if finance owns the reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|Planful", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "More of a planning/reporting platform that can drive board reporting from live finance data."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|BoardPAC", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Controlled board-pack production with approval workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|challenger-small|iBabs", "prompt": "c209-l3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Board and committee package automation"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Diligent (Diligent Boards / One)", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent (Diligent Boards / One)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The de-facto enterprise standard — used by more than 70% of Russell 3000 directors"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often bundled into broader Nasdaq packages with **opaque, less-flexible pricing**"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Board Intelligence", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "combines AI software with **advisory services** aimed at improving board quality"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|OnBoard", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-market companies wanting modern UX plus strong value"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Azeus Convene", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azeus Convene is a strong value choice"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Govenda", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "enterprise-style workflow with audit trails and director permissions"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|BoardEffect", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "popular in nonprofit/healthcare/higher ed"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Boardable", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "more budget-friendly / SMB-oriented"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|BoardPro", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "more budget-friendly / SMB-oriented"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|OneStream", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "enterprise financial consolidation with data integration and workflow; strong for large multi-entity groups"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Planful", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "finance-led reporting driving board packs; good at variance analysis and narrative"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Cube", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Excel-native FP&A that generates commentary with drillable drivers"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|Aleph", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "newer entry strong at building both the pack *and* auto-written variance commentary"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|DataRails", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "lighter option for board-ops teams building presentation-ready updates"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|deepseek-small|CtrlPrint", "prompt": "c209-l3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "CtrlPrint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "oriented toward financial/annual report publishing with ESEF/CSRD compliance"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|Diligent One Platform", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent One Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The undisputed heavyweight of corporate governance... most robust but also the most expensive and complex."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "A highly secure, intuitive, and audit-ready portal backed by one of the world's premier stock exchanges."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|OnBoard", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A highly modern, UX-first board portal designed to maximize director adoption."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|Board Intelligence", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Board Intelligence actively optimizes the *quality* of the information being presented."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|Board International", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A unified platform that combines Business Intelligence (BI), Corporate Performance Management (CPM), and predictive analytics."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|Workday Adaptive Planning", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The market standard for scenario modeling and strategic planning."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|Anaplan", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "incredibly powerful but acts more like a custom development environment; it requires significant technical expertise"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|google-small|Planful", "prompt": "c209-l3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "excellent out-of-the-box board pack automation"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade board reporting tools include Nasdaq Boardvantage, Board Intelligence, BoardPAC, Boardable, Azeus Convene, Diligent Boards, CFO Particeps, and Passageways."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|Board Intelligence", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade board reporting tools include Nasdaq Boardvantage, Board Intelligence, BoardPAC..."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|BoardPAC", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top enterprise-grade board reporting tools include ... BoardPAC, Boardable..."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|Boardable", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "BoardPAC, Boardable, Azeus Convene"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|Azeus Convene", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Boardable, Azeus Convene, Diligent Boards"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|Diligent Boards", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Azeus Convene, Diligent Boards, CFO Particeps"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|CFO Particeps", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "CFO Particeps", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Diligent Boards, CFO Particeps, and Passageways"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|meta-small|Passageways", "prompt": "c209-l3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "CFO Particeps, and Passageways"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|minimax-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "| 1 | **Nasdaq Boardvantage** | Governance teams needing repeatable board packs with traceable change control | 9.3/10 |"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|minimax-small|Diligent Boards", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For large public companies:** Diligent Boards (comprehensive GRC)"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|minimax-small|Convene (Azeus)", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Convene (Azeus)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For security-focused enterprises:** Convene (ISO/SOC coverage + on-premise)"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|minimax-small|OnBoard", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For mid-market boards:** OnBoard (balanced features + support)"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|minimax-small|iBabs", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| 5 | **iBabs** | European enterprises (strong EU presence) | 8.7/10 |"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|minimax-small|AppDeck Board Portal", "prompt": "c209-l3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck Board Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**For CFO-driven reporting:** AppDeck (real-time dashboards, affordable)"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|mistral-small|Diligent Boards", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most comprehensive governance ecosystem; connects board management with broader risk and compliance workflows."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|mistral-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For public companies, Nasdaq Boardvantage is a strong pick."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|mistral-small|OnBoard", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For AI-assisted prep and high adoption, OnBoard is best."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|mistral-small|Workiva (Wdesk)", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva (Wdesk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For data automation and audit readiness, Workiva stands out."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|mistral-small|Azeus Convene", "prompt": "c209-l3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For global or on-premise needs, Azeus Convene is ideal."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|Diligent Boards", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent is widely viewed as the enterprise standard."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Nasdaq Boardvantage if you are a public company prioritizing audit trails, change control, and high-touch vendor support."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|Board Intelligence", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Board Intelligence if your primary pain point is report quality"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|OnBoard", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best mid-market value with modern interface"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|Azeus Convene", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Azeus Convene if you need on-premise hosting"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|Govenda", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Govenda (not detailed above but frequently ranked) adds governance maturity tools"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|BoardEffect", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For smaller enterprises or nonprofits, BoardEffect and Boardable offer pared-down but secure alternatives."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|moonshot-small|Boardable", "prompt": "c209-l3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "BoardEffect and Boardable offer pared-down but secure alternatives"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|openai-small|Diligent Boards / Diligent Board & Leadership Collaboration", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards / Diligent Board & Leadership Collaboration", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Diligent** if you want **board reporting tied to enterprise governance and risk**."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|openai-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Nasdaq Boardvantage** if you want **best-in-class board meetings, secure collaboration, and AI-assisted prep**."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|openai-small|OnBoard", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OnBoard** if you want a **clean, intuitive board portal** with strong meeting handling."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|openai-small|BoardEffect", "prompt": "c209-l3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **BoardEffect** if you're a **nonprofit or mission-driven organization** with lighter enterprise complexity."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|xai-small|Diligent Boards", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For max governance integration, Diligent. ... Most comprehensive for complex governance."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|xai-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For public co. polish, Boardvantage."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|xai-small|OnBoard", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget/UX focus? OnBoard."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|xai-small|Govenda", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Govenda (enterprise-focused with high satisfaction)"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|xai-small|Azeus Convene", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Azeus Convene (global reach, security-heavy)"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|xai-small|BoardEffect", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others like BoardEffect or iBabs appear in some lists but less dominantly for pure enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|xai-small|iBabs", "prompt": "c209-l3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like BoardEffect or iBabs appear in some lists but less dominantly for pure enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|zai-small|Nasdaq Boardvantage", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Nasdaq Boardvantage is widely considered the gold standard for enterprise board management."}, {"id": "mai-20260918-0023-calibration_b|c209-l3|zai-small|Diligent Boards", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Diligent Boards if you want a comprehensive, AI-enhanced platform that covers the entire governance lifecycle"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|zai-small|Board Intelligence", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Board Intelligence if you want to improve the quality and readability of your board packs"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|zai-small|Govenda (Now part of OnBoard)", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda (Now part of OnBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose OnBoard (formerly Govenda) if you are heavily invested in the Microsoft 365 ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c209-l3|zai-small|Planful", "prompt": "c209-l3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Planful if you are a finance-led organization"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|alibaba-small|Aprio BoardPortal", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio BoardPortal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Aprio BoardPortal** is the strongest option due to its **Flat-Fee Pricing Model**"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|alibaba-small|Govenda", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Govenda ... Also uses an \"unlimited users\" model with no extra fees"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|alibaba-small|Boardable", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid: Per-User Platforms. Be cautious of vendors like **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|alibaba-small|OnBoard", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid: Per-User Platforms ... **OnBoard**, or **BoardEffect**, which use **per-director/per-seat pricing**"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|alibaba-small|BoardEffect", "prompt": "c209-l4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid: Per-User Platforms ... **BoardEffect**, which use **per-director/per-seat pricing**"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|anthropic-small|Diligent Boards", "prompt": "c209-l4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Boards** is the market leader for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|anthropic-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nasdaq Boardvantage serves a similar market with real-time analytics features tailored to publicly traded companies"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|anthropic-small|Board Intelligence", "prompt": "c209-l4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Board Intelligence is the enterprise-grade global board management platform trusted by FTSE 100 and Fortune 500 leaders"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|challenger-small|Diligent Boards / BoardVantage", "prompt": "c209-l4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards / BoardVantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for large enterprise governance:** **Diligent Boards / BoardVantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|challenger-small|Fairview", "prompt": "c209-l4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best for predictable spend:** **Fairview** ... explicitly shown with a **$349/month** starting price"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|Govenda", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Govenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top recommendation: **Govenda** ... Govenda is the strongest match for your specific criteria"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|BoardPro", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers flat per-*board* annual pricing with **unlimited users** ... more positioned for SMEs"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|I'mBoard", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I'mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "True flat pricing at $149/month per board ... but it's a simpler tool, not built for large public-company governance."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it runs $20K\\u2013$40K+/year and is quote-based and expensive"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|Diligent Boards", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to avoid for your use case - **Diligent Boards** ... it can balloon from $15K to $150K+/year"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|Boardable", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Mostly per-user/seat pricing, which scales unpredictably with thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|BoardSite", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSite", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Mostly per-user/seat pricing, which scales unpredictably with thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|deepseek-small|OnBoard", "prompt": "c209-l4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Mostly per-user/seat pricing, which scales unpredictably with thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|Diligent", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most major board portals (like Diligent, Nasdaq Boardvantage, or OnBoard) charge high **per-user, seat-based licensing fees**."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most major board portals (like Diligent, Nasdaq Boardvantage, or OnBoard) charge high **per-user, seat-based licensing fees**."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|OnBoard", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most major board portals (like Diligent, Nasdaq Boardvantage, or OnBoard) charge high **per-user, seat-based licensing fees**."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|Govenda", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Govenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Govenda (Best for Enterprise-Grade Security with Unlimited Users)... Flat-rate enterprise pricing with **unlimited users**"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|Aprio", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Aprio provides **flat-rate corporate packages** with unlimited committees, administrators, and training at a single predictable price."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|BoardCloud", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BoardCloud (Best for Self-Hosted Enterprise Deployments)"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|Tableau", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "a standard per-user BI tool (like Tableau or standard Power BI Pro) will cost a large organization tens of thousands of dollars per month"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|Microsoft Power BI", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Microsoft Power BI via Capacity-Based Pricing (Power BI Premium / Fabric F-SKUs)... flat, predictable monthly fee"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|google-small|Cube", "prompt": "c209-l4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Cube (Semantic Layer & FP&A Platform)... Offering **unlimited users** across its standard tiers."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|meta-small|Diligent Boards", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Diligent Boards: A dedicated board portal that offers a range of features, including board reporting, document management, and secure collaboration."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|meta-small|Boardable", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A nonprofit-focused tool that offers entry-level plans billed per user per month. It's a more affordable option for smaller organizations"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|meta-small|Vena", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An FP&A tool that handles the reporting side, pricing based on data volume and user count."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|meta-small|Cube", "prompt": "c209-l4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another FP&A tool that offers board reporting capabilities, pricing based on data volume and user count."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Aprio Board Portal", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio Board Portal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **Aprio Board Portal** (flat‑fee, unlimited‑user model) is the clearest fit."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Microsoft Power BI Premium (capacity‑based)", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft Power BI Premium (capacity‑based)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a **Microsoft Power BI Premium (capacity‑based) + Power BI Pro** combination gives the most predictable cost at scale."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Power BI Pro", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Power BI Pro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per‑user (creator) $14/mo; viewer $0 (if on Premium capacity)"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Diligent Boards", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cost scales with user count – can become pricey at thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|BoardEffect (Diligent)", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect (Diligent)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "per‑user pricing makes large‑scale use less predictable"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Convene (Azeus)", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Convene (Azeus)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Pricing is negotiated, may offer volume discounts but still per‑user."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|OnBoard", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "good for mid‑market but not flat‑fee"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "price is per‑user, not predictable for thousands"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|BoardPro", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Only **Aprio** (and, to a lesser extent, BoardPro) offers a truly *flat‑fee* model that does not charge per user."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Tableau Creator", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Tableau Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Moderate – per‑user can become costly; no capacity model for unlimited viewers."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Qlik Sense", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Qlik Sense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Moderate – cost scales with user count."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Board (BI platform)", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board (BI platform)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Moderate‑Low – cost scales with user count; pricing is quote‑only."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|minimax-small|Amazon QuickSight", "prompt": "c209-l4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Amazon QuickSight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "both per‑user and capacity options; capacity can be predictable"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|mistral-small|Diligent Boards", "prompt": "c209-l4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Boards** (part of the Diligent One platform) is widely regarded as the best enterprise-grade board reporting software"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|mistral-small|Fairview", "prompt": "c209-l4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other tools like Fairview or Boardable are more suited for smaller organizations or startups, with pricing models that may not scale as predictably"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|mistral-small|Boardable", "prompt": "c209-l4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Other tools like Fairview or Boardable are more suited for smaller organizations or startups, with pricing models that may not scale as predictably"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|moonshot-small|BoardPro", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary Choice**: **BoardPro** or **Boardwise** – Their flat per-board pricing models completely decouple cost from user count"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|moonshot-small|Boardwise", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardwise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary Choice**: **BoardPro** or **Boardwise** – Their flat per-board pricing models completely decouple cost from user count"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|moonshot-small|Board (the CPM/BI Platform)", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board (the CPM/BI Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need enterprise FP&A capabilities**: **Board CPM** – While custom-quoted, their tiered user model ... provides more predictability"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|moonshot-small|Diligent", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid for Predictable Costs ... **Diligent** | Quote-based, per-user | Costs scale directly with user count"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|moonshot-small|Anaplan", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid for Predictable Costs ... Model complexity drives unpredictable costs"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|moonshot-small|OneStream", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OneStream", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "What to Avoid for Predictable Costs ... Implementation costs ($250K-$1.5M) highly variable"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|moonshot-small|Workday Adaptive", "prompt": "c209-l4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Workday Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid for Predictable Costs ... Custom pricing | Similar to other enterprise tools with variable scope"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|openai-small|BoardPro", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **BoardPro** because its unlimited-user model is the clearest match."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|openai-small|Diligent Boards", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "powerful, but **not the most predictable cost model** unless you negotiate a fixed contract"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|openai-small|BoardEffect", "prompt": "c209-l4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is also typically vendor-led rather than transparently fixed for thousands of users"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|xai-small|Diligent Boards (part of Diligent One platform)", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards (part of Diligent One platform)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Diligent Boards (part of Diligent One platform)**"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|xai-small|BoardEffect (Diligent-owned)", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect (Diligent-owned)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "semi-predictable but adds ~$300\\u2013$500/user/year ... Less ideal for pure thousands-scale."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|xai-small|Aprio Board Portal", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Aprio Board Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "more predictable than pure per-user | Flat-ish for committees; strong security but may scale linearly"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|xai-small|BoardPro", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize flat/per-board models like BoardPro or negotiated Diligent for true cost predictability"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|xai-small|OnBoard (Passageways)", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard (Passageways)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Scales well but costs rise with users; nonprofit discounts."}, {"id": "mai-20260918-0023-calibration_b|c209-l4|xai-small|Boardable", "prompt": "c209-l4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoids per-user traps (e.g., $70\\u2013$400/seat seen in some tools like Boardable)"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|AppDeck", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Why AppDeck stands out for predictability:** - One flat fee covers unlimited board members"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|Boardable", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "$79–$329/user/month (annual) | Smaller boards, nonprofits, lower volume"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|I’mBoard", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I’mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Budget-conscious, stable board size** | I’mBoard ($74–$149/month per board)"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|Diligent Boards", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Enterprise governance (multi-entity, public)** | Diligent Boards ($15K–30K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|Board (BI & CPM)", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Board (BI & CPM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Full FP&A + reporting at scale** | Board (BI & CPM) – negotiate volume licensing"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|Vena / Cube", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Vena / Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Per-user or seat-based | More predictable at scale if you negotiate volume licensing"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|Fairview", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Custom (~$70/seat/mo) | Focuses on investor updates, integrates with CRM/ERP"}, {"id": "mai-20260918-0023-calibration_b|c209-l4|zai-small|Nasdaq Boardvantage", "prompt": "c209-l4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Public company focus, issuer-governance tools | Custom pricing"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|deepseek-small|Diligent", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you tell me which vendors you're shortlisting (Diligent, OnBoard, Nasdaq Boardvantage, Aprio, BoardEffect, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|deepseek-small|OnBoard", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(Diligent, OnBoard, Nasdaq Boardvantage, Aprio, BoardEffect, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Diligent, OnBoard, Nasdaq Boardvantage, Aprio, BoardEffect, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|deepseek-small|Aprio", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "(Diligent, OnBoard, Nasdaq Boardvantage, Aprio, BoardEffect, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|deepseek-small|BoardEffect", "prompt": "c209-l5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(Diligent, OnBoard, Nasdaq Boardvantage, Aprio, BoardEffect, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|google-small|Diligent", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Boards: The legacy, gold-standard heavyweight for Fortune 500 and large enterprises. Highly secure, but can have a complex UI and premium pricing."}, {"id": "mai-20260918-0023-calibration_b|c209-l5|google-small|OnBoard", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "An enterprise-favorite known for having one of the best user experiences ... while maintaining rigorous SOC 2 compliance and robust SSO setups."}, {"id": "mai-20260918-0023-calibration_b|c209-l5|google-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highly favored by heavily regulated industries (finance, healthcare) due to its extreme security standards and compliance workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|google-small|Zeck", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Zeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A newer, highly disruptive platform that ditches PDFs in favor of dynamic, web-based board presentations"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|google-small|Workday Adaptive Planning", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Workday Adaptive Planning", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A powerhouse for larger enterprises looking to automate financial consolidation and board deck creation directly from their ERP."}, {"id": "mai-20260918-0023-calibration_b|c209-l5|google-small|Planful", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Extremely popular for mid-market to enterprise companies looking to streamline and automate their monthly \"board book\" packages"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|google-small|Board International", "prompt": "c209-l5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A unified decision-making platform that combines BI, corporate performance management, and predictive analytics."}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|Azeus Convene", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "easy to implement, such as Azeus Convene, which allows users to get up to speed within 30 minutes"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|Board Intelligence", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "tools that streamline collaboration, like Board Intelligence"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|Aprio", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "attendance, voting results, evaluations, and polls, like Aprio"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|Diligent Boards", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some top board reporting software options for large companies with SSO and SOC 2 compliance include"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "4. Nasdaq Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|OnBoard", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "5. OnBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|iBabs", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. iBabs"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|BoardEffect", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. BoardEffect"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|meta-small|Boardable", "prompt": "c209-l5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Boardable"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|mistral-small|Diligent", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist Vendors: Diligent, Nasdaq Boardvantage, BoardDocs, Intralinks, or secure alternatives like SharePoint + Power BI"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|mistral-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist Vendors: Diligent, Nasdaq Boardvantage, BoardDocs, Intralinks"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|mistral-small|BoardDocs", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardDocs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist Vendors: Diligent, Nasdaq Boardvantage, BoardDocs, Intralinks"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|mistral-small|Intralinks", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Intralinks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist Vendors: Diligent, Nasdaq Boardvantage, BoardDocs, Intralinks"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|mistral-small|SharePoint + Power BI", "prompt": "c209-l5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "SharePoint + Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "or secure alternatives like SharePoint + Power BI (if you have the resources)"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|moonshot-small|Diligent Boards", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Large/public companies wanting integrated GRC suite | SOC 2, ISO 27001, extensive governance features"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Regulated enterprises needing SSO, MFA, granular permissions"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|moonshot-small|OnBoard", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Enterprises wanting dedicated success manager | SOC 2 Type 2, ISO 27001, SSO included"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|moonshot-small|Convene (Azeus)", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene (Azeus)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Security-conscious orgs needing on-premise option"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|moonshot-small|Board Intelligence", "prompt": "c209-l5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "AI-powered reporting with enterprise security"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|xai-small|OnBoard", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options like OnBoard, Aprio, Diligent, BoardEffect, and Convene often meet enterprise needs—shortlist based on demos."}, {"id": "mai-20260918-0023-calibration_b|c209-l5|xai-small|Aprio", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options like OnBoard, Aprio, Diligent, BoardEffect, and Convene often meet enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|xai-small|Diligent", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options like OnBoard, Aprio, Diligent, BoardEffect, and Convene often meet enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|xai-small|BoardEffect", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options like OnBoard, Aprio, Diligent, BoardEffect, and Convene often meet enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c209-l5|xai-small|Convene", "prompt": "c209-l5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options like OnBoard, Aprio, Diligent, BoardEffect, and Convene often meet enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|PowerBI", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard configurations of PowerBI, Tableau, or Looker (without a dedicated application wrapper)... they are poor choices for finalizing a **Board Pack**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|Tableau", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard configurations of PowerBI, Tableau, or Looker (without a dedicated application wrapper)... they are poor choices for finalizing a **Board Pack**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|Looker", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Standard configurations of PowerBI, Tableau, or Looker (without a dedicated application wrapper)... they are poor choices for finalizing a **Board Pack**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|Box", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Basic versions of Box, Dropbox Sign, or standard Microsoft Word Online (used alone)... Why to avoid: This is a security and legal liability."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|Dropbox Sign", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox Sign", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Basic versions of Box, Dropbox Sign, or standard Microsoft Word Online (used alone)... Why to avoid: This is a security and legal liability."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|Microsoft Word Online", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Microsoft Word Online", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "standard Microsoft Word Online (used alone)... Why to avoid: This is a security and legal liability. You lose \"Audit Trails.\""}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|Metabase", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Self-hosted instances of Metabase, Pentaho, or JasperReports... Why to avoid: Maintenance Costs"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|Pentaho", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Pentaho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Self-hosted instances of Metabase, Pentaho, or JasperReports... Why to avoid: Maintenance Costs"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|alibaba-small|JasperReports", "prompt": "c209-l6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "JasperReports", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Self-hosted instances of Metabase, Pentaho, or JasperReports... Why to avoid: Maintenance Costs"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|challenger-small|BoardPro", "prompt": "c209-l6", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious about** are the ones built for **small teams, startups... That includes lightweight board tools such as **BoardPro**, **Nume**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|challenger-small|Nume", "prompt": "c209-l6", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nume", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "lightweight board tools such as **BoardPro**, **Nume**, and other private-company-focused products"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|challenger-small|Diligent Boards", "prompt": "c209-l6", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "a large enterprise should favor established enterprise board platforms like **Diligent Boards** or **Nasdaq Boardvantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|challenger-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "should favor established enterprise board platforms like **Diligent Boards** or **Nasdaq Boardvantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|Boardable", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small-Business / Nonprofit-Focused Tools (e.g., Boardable, BoardPro)\n**Avoid for enterprise scale.**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|BoardPro", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Small-Business / Nonprofit-Focused Tools (e.g., Boardable, BoardPro)\n**Avoid for enterprise scale.**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|Notion", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Shared drives, email threads, PDF attachments, Notion pages, and unsecured file-sharing tools are the \"broken\" workflow most seek to replace"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|Diligent Boards", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Caution, not avoid.** Diligent is the enterprise market leader ... **Very expensive** ... **Dated user interface**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise-grade and secure, but **very expensive** (~$20K\\u201340K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|OnBoard", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Some mid-market tools (like OnBoard) are oriented to board meetings rather than full enterprise GRC"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|Convene/Azeus", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Convene/Azeus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Convene/Azeus** (broad ISO/SOC coverage, on-premise option)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|Aprio", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Aprio** (praised for transparent pricing, usability, and enterprise features)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|deepseek-small|Board Intelligence", "prompt": "c209-l6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Board Intelligence** (scalable for large orgs, strong director UX)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Google Drive", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid them:** They lack the specialized security architecture and governance workflows required for corporate boards."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Microsoft SharePoint", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Microsoft SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "using standard cloud storage or team chat for board-level reporting is a major risk"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Dropbox", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid them:** They lack the specialized security architecture and governance workflows required for corporate boards."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|OneDrive", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid them:** They lack the specialized security architecture and governance workflows required for corporate boards."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Slack", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "using standard cloud storage or team chat for board-level reporting is a major risk"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|BoardPro", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why to exercise caution:** They are designed for simple, single-entity operations with smaller, less complex boards."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|BoardEffect", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they often fall short under the weight of enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Boardable", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they often fall short under the weight of enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Diligent", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "enterprises are increasingly cautious of them due to cost, complexity, and user experience"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprises are increasingly cautious of them due to cost, complexity, and user experience"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Power BI", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "they make poor stand-alone board reporting tools"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Tableau", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "they make poor stand-alone board reporting tools"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|OnBoard", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "If you are evaluating modern options (such as modern portals like **OnBoard**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Zeck", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Zeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "interactive/AI-driven platforms like **Zeck** or **Board Intelligence**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|google-small|Board Intelligence", "prompt": "c209-l6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "interactive/AI-driven platforms like **Zeck** or **Board Intelligence**"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|minimax-small|Dropbox", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Personal cloud storage** (e.g., consumer Dropbox, Google Drive)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|minimax-small|Google Drive", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Personal cloud storage** (e.g., consumer Dropbox, Google Drive)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|minimax-small|Slack", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**General messaging platforms** (e.g., Slack, Teams for confidential materials)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|minimax-small|Teams", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**General messaging platforms** (e.g., Slack, Teams for confidential materials)"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|minimax-small|Diligent", "prompt": "c209-l6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "A recent breach affected Diligent (one of the world's largest board portals) through a third-party connection with an AI chatbot vendor"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|mistral-small|Diligent Boards", "prompt": "c209-l6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Focus on enterprise-grade board portals like Diligent Boards, OnBoard, or Workiva"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|mistral-small|OnBoard", "prompt": "c209-l6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Focus on enterprise-grade board portals like Diligent Boards, OnBoard, or Workiva"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|mistral-small|Workiva", "prompt": "c209-l6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "which are designed for large organizations with complex governance needs, robust security, and integration capabilities"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|moonshot-small|Google Drive", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Email and personal file-sharing services** (Google Drive, Dropbox, personal OneDrive) for board materials"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|moonshot-small|Dropbox", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "personal file-sharing services** (Google Drive, Dropbox, personal OneDrive) for board materials"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|moonshot-small|OneDrive", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "(Google Drive, Dropbox, personal OneDrive) for board materials"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|moonshot-small|Slack", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools like Slack, Microsoft Teams, or basic SharePoint for sensitive board communications"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|moonshot-small|Microsoft Teams", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools like Slack, Microsoft Teams, or basic SharePoint for sensitive board communications"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|moonshot-small|SharePoint", "prompt": "c209-l6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "These lack the granular permissions, audit trails, and security certifications required for board-level governance"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|xai-small|OnBoard Board Management Software", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard Board Management Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Steep learning curve**: Permission settings and navigation are complex... **High cost and limited features**: Expensive for what it delivers"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|xai-small|Nasdaq Boardvantage", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Permission and admin complexity**: Requires meticulous configuration for multi-board enterprises; errors can expose risks"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|xai-small|Trello", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Trello has redesign complaints (cluttered UI, poor support), making it unsuitable for regulated reporting."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|xai-small|Diligent Boards", "prompt": "c209-l6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leaders like Diligent Boards aren't heavily critiqued here, but always verify via trials."}, {"id": "mai-20260918-0023-calibration_b|c209-l6|zai-small|Diligent Boards", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Premium “enterprise‑only” portals (e.g., Diligent Boards, Boardvantage) without a clear justification | Diligent and Boardvantage are industry standards for large public companies, but many mid‑size or private firms over‑pay"}, {"id": "mai-20260918-0023-calibration_b|c209-l6|zai-small|Boardvantage", "prompt": "c209-l6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Premium “enterprise‑only” portals (e.g., Diligent Boards, Boardvantage) without a clear justification"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|alibaba-small|Fairview", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for High-Growth & SaaS B2B: **Fairview**"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|alibaba-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Financial Rigor & Consolidation: **Datarails (FinanceOS)**"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|alibaba-small|OnBoard", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Governance & Decision Management: **OnBoard**"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|alibaba-small|BoardRoom", "prompt": "c209-m1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardRoom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**A Low-Cost/Quick Setup Solution** | **BoardRoom** (often free or very low cost for basic usage)"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|anthropic-small|OnBoard", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The \"UX Leader\" of 2026, offering the most intuitive AI-assisted meeting workflows for mid-to-large organizations and mid-market corporations"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|anthropic-small|Board Intelligence", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best suited for mid-market organizations prioritizing user adoption and intuitive design"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|anthropic-small|Aprio", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Identified as the \"Breakout Performer\" of 2026 with the highest Customer Retention Rate (98%)"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|anthropic-small|Guideflow", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for mid-market companies that want modern UX with enterprise-grade security backing."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|anthropic-small|HighRadius", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Financial reporting** (HighRadius for automated financial dashboards)"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|anthropic-small|Diligent Boards", "prompt": "c209-m1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Diligent Boards if your complexity exceeds mid-market tools"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|challenger-small|OnBoard", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single pick, I'd choose **OnBoard** for most mid-market B2B teams"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|challenger-small|Board Intelligence", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your main pain point is turning management data into polished board reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|challenger-small|AppDeck/Fairview", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck/Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a newer, reporting-first platform focused on CFO-style board updates"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|challenger-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want an enterprise-leaning, highly rated governance platform and can justify the higher-end product"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|challenger-small|BoardEffect", "prompt": "c209-m1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "best for mission-driven or nonprofit-like governance needs, but less clearly the top fit for a B2B commercial company"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|deepseek-small|Fairview", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fairview** (or Datarails if you're Excel-heavy) **as the reporting layer**"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|deepseek-small|AppDeck", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular with private companies (seed through Series C); generates the narrative/write-up along with the numbers."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|deepseek-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent if your finance team is Excel-heavy and consolidates multiple entities into one pack."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|deepseek-small|Board Intelligence / traditional FP&A", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence / traditional FP&A", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good if you have a mature FP&A stack and just want presentation polish."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|deepseek-small|OnBoard", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**The sweet spot for mid-market private B2B companies.**"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|deepseek-small|Diligent Boards", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill and expensive ($12k\\u2013$50k+/yr) for most mid-market firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|deepseek-small|BoardEffect", "prompt": "c209-m1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A good budget-conscious alternative"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|google-small|Datarails", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Datarails** (if you are Excel-centric)"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|google-small|Cube", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cube is highly comparable to Datarails but has a massive advantage if your B2B company relies on Google Workspace."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|google-small|Mosaic", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Datarails** (if you are Excel-centric) or **Mosaic** (if you are B2B SaaS)."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|google-small|Zeck", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Zeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Go with **Zeck** (for a modern, interactive web-experience)"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|google-small|Diligent", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional board portals (like Diligent) are built for Fortune 500 compliance and are overly rigid and expensive."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|google-small|OnBoard", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "or **OnBoard** (for structured, secure document collaboration)"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|google-small|Board Intelligence", "prompt": "c209-m1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Writing Better Summaries"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|meta-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Datarails (FinanceOS) - Best for Excel-heavy mid-market teams consolidating several entities into one pack."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|meta-small|Fairview", "prompt": "c209-m1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fairview - Best for $5M–$100M CEOs/CFOs."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|meta-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Nasdaq Boardvantage - Best overall for most teams."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|minimax-small|Aprio Board Portal", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio Board Portal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **OnBoard** or **Aprio** as they balance features, pricing, and support well for your segment."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|minimax-small|OnBoard (formerly BoardEffect)", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard (formerly BoardEffect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **OnBoard** or **Aprio**"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|minimax-small|Diligent", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for public companies or those with complex compliance needs - Full governance suite, but at a premium"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|minimax-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ranked as \"best overall for most teams\" in some rankings"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|minimax-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Excel-heavy mid-market teams consolidating multiple entities"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|mistral-small|BoardEffect (by Nasdaq)", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect (by Nasdaq)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BoardEffect** and **OnBoard** are the top choices due to their balance of features, ease of use, and scalability"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|mistral-small|OnBoard", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BoardEffect** and **OnBoard** are the top choices"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|mistral-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a more comprehensive solution, **Nasdaq Boardvantage** is also highly recommended."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|mistral-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your team relies heavily on Excel, **Datarails** is a strong alternative."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|mistral-small|Fairview", "prompt": "c209-m1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specifically recommended for CEOs/CFOs in companies with revenues between $5M and $100M."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|moonshot-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Datarails if your finance team lives in Excel and you need to consolidate multiple entities"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|moonshot-small|OnBoard (formerly BoardEffect)", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard (formerly BoardEffect)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|moonshot-small|AppDeck", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Value/Modern UX ... Affordable, modern alternative to expensive legacy portals"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|moonshot-small|Admincontrol", "prompt": "c209-m1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Admincontrol", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for EU Compliance"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|openai-small|OnBoard", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **OnBoard**"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|openai-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want a more enterprise-grade board portal with mature governance workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|openai-small|Aprio", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you care about straightforward pricing and an all-in-one package"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|openai-small|BoardPro", "prompt": "c209-m1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it's positioned more toward SMEs than mid-market"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|xai-small|OnBoard", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Why OnBoard stands out for mid-market B2B:** It tops G2 leaderboards for mid-market users"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|xai-small|Nasdaq Boardvantage (BoardEffect)", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage (BoardEffect)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Established mid-market, nonprofits/mission-driven but fits B2B"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|xai-small|BoardPro", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget-conscious SMEs/mid-market simplicity"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|xai-small|Govenda", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Modern UX with M365 integration"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|xai-small|Diligent Boards", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Diligent Boards (4.5/5, more enterprise)"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|xai-small|Passageways", "prompt": "c209-m1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or Passageways for private mid-market"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|zai-small|BoardPro", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best All‑Round Value**: BoardPro (simple, affordable, mid‑market‑focused) or AppDeck (modern UX, flat pricing)."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|zai-small|OnBoard", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Security & Governance Depth**: OnBoard or Diligent (if budget allows)."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|zai-small|AppDeck", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best All‑Round Value**: BoardPro ... or AppDeck (modern UX, flat pricing)."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|zai-small|Datarails (FinanceOS)", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Datarails (FinanceOS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for Finance‑Centric Reporting**: Datarails (FinanceOS) for teams heavily reliant on Excel and multi‑entity consolidation."}, {"id": "mai-20260918-0023-calibration_b|c209-m1|zai-small|Nasdaq Boardvantage", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Larger private or quasi‑public companies needing enterprise‑grade governance | ~$20K–40K/year"}, {"id": "mai-20260918-0023-calibration_b|c209-m1|zai-small|Diligent", "prompt": "c209-m1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for Security & Governance Depth**: OnBoard or Diligent (if budget allows)."}, {"id": "mai-20260918-0023-calibration_b|c209-m2|alibaba-small|Carta", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best investor reporting tool is **Carta**"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|alibaba-small|Fundwave", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fundwave", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Using them as a portfolio company would likely result in paying for expensive \"fund administration\" features you don't need"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|alibaba-small|Altvia", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Altvia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "designed for **Private Equity firms** to report *to* their Limited Partners"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|alibaba-small|Investran", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like Fundwave, Altvia, and Investran are designed for Private Equity or Venture Capital *firms*"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|alibaba-small|DocSend (by Dropbox)", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend (by Dropbox)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "DocSend is a strong runner-up"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|alibaba-small|Juniper Square", "prompt": "c209-m2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Juniper Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools like **Fundwave**, **Altvia**, and **Juniper Square** ... designed for **Private Equity firms**"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|anthropic-small|Carta", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Carta** - Comprehensive cap table and investor management"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|anthropic-small|DocSend", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**DocSend** - Investor data room and document sharing"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|anthropic-small|Pulley", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Pulley** - Equity and cap table management"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|anthropic-small|Angellist/Forge", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Angellist/Forge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Angellist/Forge** - For investor relations and portfolio tracking"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|anthropic-small|Visible/Lattice", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible/Lattice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Visible/Lattice** - Business and investor dashboards"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|anthropic-small|Pitchbook", "prompt": "c209-m2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pitchbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pitchbook** - Market data and investor intelligence"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|challenger-small|Irwin", "prompt": "c209-m2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Irwin", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Irwin** if your main goal is **investor relations reporting** with automation and proactive insights"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|challenger-small|Visible", "prompt": "c209-m2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Visible** is also a strong fit for smaller-to-mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|challenger-small|Aleph", "prompt": "c209-m2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Aleph** is worth considering because it drafts variance explanations from live data"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|deepseek-small|Maxio", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Maxio** is the strongest recommendation if you're a B2B SaaS or subscription business"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|deepseek-small|Visible.vc", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Visible.vc** is the best-purpose-built tool if your primary need is streamlined investor communications"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|deepseek-small|Stripe Billing", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Stripe Billing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "it's overkill if you're happy with Stripe Billing and only want reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|deepseek-small|Carta", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These are **cap-table management** tools, not really investor *reporting* platforms"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|deepseek-small|Pulley", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for a simple cap table **Pulley** is cheaper and more founder-friendly. They're relevant for equity/investor relations work, not your monthly financial reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|deepseek-small|ScaleXP", "prompt": "c209-m2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "or **ScaleXP** if you want a lighter analytics-only layer on top of Xero/QuickBooks/CRM"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|google-small|Visible.vc", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Visible is the overall best dedicated investor update tool for venture-backed companies."}, {"id": "mai-20260918-0023-calibration_b|c209-m2|google-small|Cabal", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Cabal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Activating B2B Investors for Sales Intros"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|google-small|Carta Investor Relations Module", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta Investor Relations Module", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if Already Using Carta"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|google-small|Abacum", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Choose **Abacum** (for a modern web interface)"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|google-small|Cube", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Cube** (if your finance team demands Excel)"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|google-small|Datarails", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Cube** and **Datarails** bridge that gap."}, {"id": "mai-20260918-0023-calibration_b|c209-m2|google-small|Jirav", "prompt": "c209-m2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Out-of-the-Box Three-Statement Modeling"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|meta-small|Altvia", "prompt": "c209-m2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Altvia", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Altvia - Best overall for most teams"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|meta-small|Investran", "prompt": "c209-m2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Investran - Top spot in the ranking for fund accounting and investor reporting software for private capital firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|minimax-small|Drivetrain", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Drivetrain** as the top investor reporting tool for a mid-sized B2B company"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|minimax-small|Carta", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Carta**: Better if you need cap table management alongside reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|minimax-small|Visible", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Visible**: Good for earlier-stage companies with simpler needs"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|minimax-small|Foundersuite", "prompt": "c209-m2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Foundersuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Foundersuite**: More focused on fundraising CRM"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|mistral-small|Fundwave", "prompt": "c209-m2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fundwave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Fundwave** is the best overall choice due to its balance of features, usability, and value"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|mistral-small|eMoney", "prompt": "c209-m2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "eMoney", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your reporting needs are more complex or you require advanced automation, consider **eMoney or Orion**"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|mistral-small|Orion", "prompt": "c209-m2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Orion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your reporting needs are more complex or you require advanced automation, consider **eMoney or Orion**"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|moonshot-small|Visible.vc", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Visible.vc**"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|moonshot-small|Briefer.vc", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Briefer.vc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Briefer.vc** (AI-Powered)"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|moonshot-small|DocSend", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Page-by-page deck analytics, but no native CRM"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|moonshot-small|Carta", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you already use Carta for equity management"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|moonshot-small|Notion/Google Slides", "prompt": "c209-m2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notion/Google Slides", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If budget is tighter or you're earlier stage, start with a **Notion/Google Slides template**"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|openai-small|Visible", "prompt": "c209-m2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Visible** if your main need is **investor updates, board reporting, and recurring stakeholder communication**"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|openai-small|Pulley", "prompt": "c209-m2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** is often the better fit because it combines reporting with cap table workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|openai-small|Carta", "prompt": "c209-m2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "stronger for **larger / more complex equity and fund admin needs**, but often feels heavier for mid-sized companies"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|xai-small|Visible.vc", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Visible.vc as a strong starting point for investor reporting."}, {"id": "mai-20260918-0023-calibration_b|c209-m2|xai-small|Juniper Square", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Juniper Square", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Automated, compliant reporting (funds/PE/VC)"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|xai-small|Carta", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If cap table/equity heavy: Carta."}, {"id": "mai-20260918-0023-calibration_b|c209-m2|xai-small|DocSend", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Secure document sharing/updates | $10-50/user/mo | Simple, low-cost sharing"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|xai-small|Allvue", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Allvue", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Juniper Square or Allvue (more enterprise)"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|xai-small|ingage", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "ingage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Public company? Look at ingage or Gartner leaders like Investran."}, {"id": "mai-20260918-0023-calibration_b|c209-m2|xai-small|Investran", "prompt": "c209-m2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Gartner leaders like Investran"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|zai-small|Carta", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Recommended Tool: Carta"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|zai-small|Dynamo Software", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Dynamo Software", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Dynamo Software** – A purpose‑built IR platform for alternative investment firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m2|zai-small|Visible", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Visible** – Focuses on low‑friction investor updates and communication tracking."}, {"id": "mai-20260918-0023-calibration_b|c209-m2|zai-small|Provenance", "prompt": "c209-m2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Provenance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Provenance** – Strong for private funds and LP reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For Public/Large Enterprises: You likely need an enterprise suite like **Nasdaq Boardvantage** or **Diligent**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Diligent Boards", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Part of the Diligent ecosystem; strong integration with broader risk and compliance modules."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Planful", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **Aleph** or **Planful** for automated reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Aleph", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For Growing Tech / PE Firms: Use **Aleph** or **Planful** for automated reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Fathom", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combined with a simple reporting add-on like **Fathom**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Workiva", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built for auditability; creates a single source of truth for all reports"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|OnBoard", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For Startups / Small Boards: Use a lightweight portal like **OnBoard**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Azeus Convene", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Modular platform designed for very large boards with multiple committees"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|ExecuTable", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ExecuTable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "a portal like **ExecuTable** for multi-company consolidation"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Boardable", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "\"Slack-like\" interface for comments and discussions within the context of specific board materials."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|alibaba-small|Cube", "prompt": "c209-m3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Newer entrants like *Aleph* and *Cube* use AI to read your variance data and draft text commentary"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Diligent", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Tools like Diligent, OnBoard, and Boardable fall into this category."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|OnBoard", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Tools like Diligent, OnBoard, and Boardable fall into this category."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Boardable", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Tools like Diligent, OnBoard, and Boardable fall into this category."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|ClearPoint", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "ClearPoint lives here, with reports that build themselves from live data instead of being manually rebuilt each month."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Workiva", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Workiva, OneStream, and Anaplan are typically partner-led implementations with multi-month rollouts and six-figure year-one investments"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|OneStream", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OneStream", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically partner-led implementations with multi-month rollouts and six-figure year-one investments"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Anaplan", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "typically partner-led implementations with multi-month rollouts and six-figure year-one investments"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Vena", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Vena and Datarails are usually live in weeks for a mid-market team, with five-figure annual licensing"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Datarails", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Vena and Datarails are usually live in weeks for a mid-market team"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Fathom", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Fathom and Basedash are self-serve and can be productive in days for a small team"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|anthropic-small|Basedash", "prompt": "c209-m3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Basedash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Fathom and Basedash are self-serve and can be productive in days for a small team"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Diligent Boards", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Secure board portal and governance workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise governance and compliance"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|OnBoard", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Board packs, approvals, and secure distribution"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Azeus Convene", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commonly ranked among top portals for governance and recurring board materials."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|BoardPro", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Mid-market governance teams"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Govenda", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Governance with stronger workflow control"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Board Intelligence", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More focused on improving the quality and clarity of board reporting materials."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Workiva", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Connected financial and compliance reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Planful", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Finance-led reporting packages"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|DataRails", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lighter-weight board-ops reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Cube", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Spreadsheet-native reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|challenger-small|Aleph", "prompt": "c209-m3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Board/investor reporting with commentary"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|Aleph", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the credible ones (Aleph, Planful, Cube) actually draft the written commentary with drivers named and numbers drillable"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|Planful", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the credible ones (Aleph, Planful, Cube) actually draft the written commentary"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|Cube", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Excel-native interface that generates drillable variance commentary"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|DataRails", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Lighter option for building presentation-ready updates from Excel data"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|AppDeck", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Connects to QuickBooks/Stripe; real-time financial dashboards at ~$299/mo"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for repeatable board packs, traceable change control"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|Diligent Boards", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Diligent has deep features but is often called rigid and dated on the backend"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|OnBoard", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern, user-friendly UX; strong AI-assisted prep and director adoption"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|BoardEffect", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Nonprofit-focused (now a Diligent company)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|Azeus Convene", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "International boards | Best multilingual support"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|BoardPro", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "SMEs/small boards | Public pricing, SME-first design"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|deepseek-small|Boardable", "prompt": "c209-m3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Small nonprofits | Budget-friendly, capped free \"Core\" plan"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|Diligent Boards (Diligent One Platform)", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards (Diligent One Platform)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Diligent** or **Nasdaq** for strict enterprise compliance."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Diligent** or **Nasdaq** for strict enterprise compliance."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|OnBoard", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **OnBoard** or **Aprio** for usability and mid-market efficiency."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|Board Intelligence", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strongest presence is in the UK and Europe, making it less ubiquitous in North America."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|Aprio", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **OnBoard** or **Aprio** for usability and mid-market efficiency."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|Boardable", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Boardable** if you are a nonprofit."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|Workiva", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Workiva", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose **Workiva** for audit-ready, linked financial and ESG decks."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|Board International", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board International", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Board International** if you need deep financial planning and predictive scenario planning."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|google-small|ClearPoint Strategy", "prompt": "c209-m3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "ClearPoint specializes in **strategy mapping and goal tracking**."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|BoardPro", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include BoardPro, Govenda, Board Intelligence..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|Govenda", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include BoardPro, Govenda, Board Intelligence..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|Board Intelligence", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include BoardPro, Govenda, Board Intelligence, Azeus Convene..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|Azeus Convene", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Azeus Convene, BoardPAC, Boardable..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|BoardPAC", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPAC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Azeus Convene, BoardPAC, Boardable..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|Boardable", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "BoardPAC, Boardable, Diligent Boards..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|Diligent Boards", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Diligent Boards, BoardEffect, iBabs..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|BoardEffect", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Diligent Boards, BoardEffect, iBabs, OnBoard..."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|iBabs", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "iBabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BoardEffect, iBabs, OnBoard, and Nasdaq Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|OnBoard", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "iBabs, OnBoard, and Nasdaq Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|meta-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "OnBoard, and Nasdaq Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|minimax-small|Diligent", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Cons:** Dated user experience, premium pricing"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|minimax-small|OnBoard", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Mid-market organizations seeking modern UX"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|minimax-small|Boardable", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Small nonprofits and budget-conscious organizations"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|minimax-small|ClearPoint Strategy", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "a strategy reporting tool like ClearPoint or AppDeck would be more appropriate"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|minimax-small|AppDeck Board Portal", "prompt": "c209-m3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck Board Portal", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a strategy reporting tool like ClearPoint or AppDeck would be more appropriate"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|mistral-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Large enterprises needing a secure, comprehensive board portal."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|mistral-small|BoardPro", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Standout:** Top-ranked for features, ease of use, and value"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|mistral-small|AppDeck Board Portal", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck Board Portal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** CFOs wanting real-time dashboards and modern user experience at a reasonable price."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|mistral-small|Aleph", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Portfolio-company and SaaS finance teams who want automated narrative generation"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|mistral-small|Planful", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Teams wanting a repeatable, automated approach to board reporting with commentary."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|mistral-small|Cube", "prompt": "c209-m3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Teams that want automated reporting and commentary, similar to Aleph and Planful"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|Diligent Boards", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "public enterprise → Diligent; Dated UX but deepest compliance features"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|OnBoard", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "mid-market → OnBoard; Strong modern UX and broad sector-specific templates"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|BoardEffect", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "nonprofit → BoardEffect; Tailored for mission-driven orgs"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|AppDeck", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best value; includes real-time financial dashboards ... at a fraction of enterprise cost"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|Boardable", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Budget-friendly; lightweight governance but limited advanced features."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|ClearPoint", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Automates the board pack directly from your live strategic plan"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|Aleph", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "data + AI-written narrative (Aleph, Planful, Cube)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|Cube", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Light governance layer on top of Excel/Google Sheets; easier setup than heavy planning suites."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|Planful", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "One of few tools that drafts written commentary alongside numbers."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|Datarails", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Datarails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Focuses on reporting, month-end close, and variance automation within Excel workflows."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|moonshot-small|Board", "prompt": "c209-m3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "AI-powered FP&A agent that surfaces insights, explains variances, and generates narratives"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|openai-small|Diligent Boards / Diligent BoardEffect", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards / Diligent BoardEffect", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **large company or regulated org**: start with **Diligent** and **Nasdaq Boardvantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|openai-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Diligent** and **Nasdaq Boardvantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|openai-small|Boardable", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a **nonprofit or association**: look at **BoardEffect** and **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|openai-small|OnBoard", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a **middle-ground board portal**: compare **OnBoard** and **Convene**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|openai-small|Azeus Convene", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Azeus Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Known for **secure meeting packs and board collaboration**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|openai-small|Govenda", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Balanced mid-market option:** OnBoard, Govenda"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|openai-small|Plexus", "prompt": "c209-m3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Plexus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Plexus / comparable committee and governance suites**"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** (Often #1 overall, enterprise score ~9.3/10)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|Diligent Boards", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Boards** (Enterprise leader, ~9.1/10)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|BoardEffect", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BoardEffect** (Strong for nonprofits/SMBs, runner-up in many lists)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|OnBoard", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OnBoard** (Balanced modern UX, affordable enterprise)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|Boardable", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Boardable** (Budget-friendly for small orgs)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|AppDeck", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other notables: AppDeck (CFO-focused dashboards)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|Planful", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Planful/Aleph (finance-heavy reporting with AI narrative)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|Aleph", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "finance tools (e.g., Aleph) auto-generate narratives/variances"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|BoardPro", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BoardPro/Govenda (SMB governance)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|xai-small|Govenda", "prompt": "c209-m3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "BoardPro/Govenda (SMB governance)"}, {"id": "mai-20260918-0023-calibration_b|c209-m3|zai-small|Diligent", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Diligent is the dominant player in the governance space."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|zai-small|Nasdaq Boardvantage", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nasdaq Boardvantage is widely considered the market leader in board portals."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|zai-small|ClearPoint", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your board pack is mostly projects, sales pipeline, and operational health:** Choose **ClearPoint**."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|zai-small|Aleph", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your board pack is mostly numbers and you want automated variance analysis:** Choose **Aleph** or **Cube**."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|zai-small|Cube", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Aleph** or **Cube**."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|zai-small|Board Intelligence", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Board Intelligence focuses on the *effectiveness* of the board."}, {"id": "mai-20260918-0023-calibration_b|c209-m3|zai-small|Planful", "prompt": "c209-m3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Planful is a financial planning and consolidation platform that also offers board reporting."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|Notion", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Notion:** Excellent for smaller boards that don't need complex governance workflows."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|Google Workspace (Drive + Docs)", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace (Drive + Docs)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you lose version history control and audit trails that dedicated software provides"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|Boardable (Core Plan)", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable (Core Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Boardable offers a \"Core\" plan specifically designed to be a free entry point."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|Easy Board", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Easy Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often cited as one of the most affordable dedicated options, starting around **$49/month**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|I’mBoard", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I’mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Geared toward startups and modern governance, priced at a flat fee (around **$149/month** per board)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|BoardPro", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "frequently ranked as the best overall value. It bridges the gap between simple portals and heavy enterprise systems."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|Passageways", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Starts around **$3,000/year** (approx. $250/month)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|BoardPaq", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPaq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Known for modular pricing, allowing you to pay only for what you need."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|Diligent", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "tend to favor this model over older incumbents like Diligent or Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|alibaba-small|Boardvantage", "prompt": "c209-m4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "tend to favor this model over older incumbents like Diligent or Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|anthropic-small|Boardable", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For budgets under $50K/year, Boardable is recommended"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|anthropic-small|BoardSpace", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardSpace is the most affordable transparent-pricing option"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|anthropic-small|BoardPro", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "making it a budget-friendly option for small and medium-sized enterprises"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|anthropic-small|Ansarada Board", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Ansarada Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has a freemium plan with limited features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|anthropic-small|Ideals Board", "prompt": "c209-m4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Ideals Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "secure, affordable and easy-to-adopt board management platform"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|challenger-small|Boardable", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **limited budget**, the strongest single pick from the results is **Boardable**."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|challenger-small|BoardPro", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BoardPro** and **AppDeck** are the next best options"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|challenger-small|AppDeck", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDeck is positioned as good value for companies that want modern UX and real-time dashboards"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|challenger-small|Diligent", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "I would **avoid Diligent, Boardvantage, and similar enterprise tools**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|challenger-small|Boardvantage", "prompt": "c209-m4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "I would **avoid Diligent, Boardvantage, and similar enterprise tools**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|Boardable", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most budget-conscious companies, **Boardable** offers the best balance of cost, features, and ease of use."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|BoardSpace", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cheapest option ... The most affordable public-priced board portal."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|BoardPro", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for SMEs/small boards"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|Passageways", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best annual-value option"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|AppDeck", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have a larger board, **AppDeck's** flat monthly fee avoids per-director costs"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|OnBoard", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**$6K+:** OnBoard or BoardEffect (more feature-rich)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|BoardEffect", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**$6K+:** OnBoard or BoardEffect (more feature-rich)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|Google Workspace", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These work, but they **lack board-specific features** like voting, audit trails, director management, and secure document controls"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|Notion", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "These work, but they **lack board-specific features**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|deepseek-small|SharePoint", "prompt": "c209-m4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "SharePoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "These work, but they **lack board-specific features**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Diligent", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade board portals (like Diligent, OnBoard, or Nasdaq Boardvantage) often cost thousands of dollars annually"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|OnBoard", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often cost thousands of dollars annually and hide their pricing behind sales demos"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Nasdaq Boardvantage", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade board portals (like Diligent, OnBoard, or Nasdaq Boardvantage) often cost thousands of dollars annually"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|BoardSpace", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**BoardSpace** (Best for ultra-low budgets & HOAs) ... offers flat-rate pricing ... Starts at a flat **$69/month**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|I'mBoard", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I'mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Best flat per-user pricing for small boards) ... transparent, self-serve pricing for small startups"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|BoardPro", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BoardPro (Best overall value for small-to-medium businesses)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Boardable", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Boardable** (Best for small nonprofits)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Jirav", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Jirav", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise FP&A software (like Jirav, which starts at $10,000+/year) is likely out of range"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Fathom", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Fathom** (Best overall for beautiful, print-ready board packs)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Syft Analytics", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Syft Analytics** (Best entry-level pricing)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Reach Reporting", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Reach Reporting", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Best for custom templates and Google Sheets integration"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Google Drive", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Drive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Create a dedicated, highly restricted folder in **Google Drive** or **Microsoft OneDrive/SharePoint**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Microsoft OneDrive/SharePoint", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft OneDrive/SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Create a dedicated, highly restricted folder in **Google Drive** or **Microsoft OneDrive/SharePoint**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Notion", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Use free templates in **Notion** or standard **Google Docs** with restricted sharing"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Google Docs", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Docs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Use free templates in **Notion** or standard **Google Docs**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Canva", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Canva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Use **Canva** (which has beautiful, free corporate board deck templates)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Google Slides", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Slides", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Use **Canva** ... or standard **Google Slides**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|google-small|Google Looker Studio", "prompt": "c209-m4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "For Dashboards: Use **Google Looker Studio** (free)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|meta-small|Boardable", "prompt": "c209-m4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable is the most affordable serious option, starting at $79/month, and is best for small nonprofits and community boards on tight budgets."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|meta-small|Passageways", "prompt": "c209-m4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Passageways is another budget-friendly option, starting at $3,000/year"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|meta-small|AppDeck", "prompt": "c209-m4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDeck is also a good option, priced at $299/month flat with no per-director fees."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|minimax-small|Boardable", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** appears to be the most cost-effective serious option that includes proper board management features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|minimax-small|BoardPro", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "From $165/board/month ... **Best for**: SMEs and small boards"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|minimax-small|AppDeck", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starting at $3,000/year (~$299/month flat rate)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|minimax-small|Passageways", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Starting at $3,000/year ... Budget-conscious companies needing basic board portal features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|minimax-small|Google Workspace", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "general-purpose tools like Google Workspace or Notion, but these lack critical features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|minimax-small|Notion", "prompt": "c209-m4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "general-purpose tools like Google Workspace or Notion, but these lack critical features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|mistral-small|Boardable", "prompt": "c209-m4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** – Best for very tight budgets, with pricing under $3,000/year."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|mistral-small|Passageways", "prompt": "c209-m4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Starting at $3,000/year, suitable for budget-conscious companies needing basic board portal features."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|mistral-small|BoardPro", "prompt": "c209-m4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highly rated for SMEs and small boards... making it a strong value option for smaller organizations."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|Boardable", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** – Best Overall Value ... **Boardable** if you want the lowest entry point (~$21/user) with solid features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|BoardPaq", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPaq", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BoardPaq** if you need a true board portal experience at ~$39/user with no hidden costs"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|Passageways (OnBoard)", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways (OnBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Budget Tier Option ... More affordable than premium competitors like Diligent"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|Diligent", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More affordable than premium competitors like Diligent"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|AppDeck", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**AppDeck** – Mid-Budget with Modern Features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|Kanboard", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Kanboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Kanboard** or **WeKan** (self-hosted, completely free)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|WeKan", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "WeKan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Kanboard** or **WeKan** (self-hosted, completely free)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|Focalboard", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Focalboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Focalboard** | Free (open source) | Collaboration features"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|moonshot-small|Taiga", "prompt": "c209-m4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Taiga", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Taiga** | Free self-hosted / ~$5-6/user cloud | Agile teams needing reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|openai-small|BoardPro", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies, I'd start with **BoardPro** unless you need the absolute lowest cost."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|openai-small|Easy Board", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Easy Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you need the **lowest published entry price**; pricing starts at **$49 per year for 10 users**"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|openai-small|Boardable", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want a **free entry plan** and can live with a more basic setup to start"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|openai-small|BoardPaq", "prompt": "c209-m4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPaq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "worth considering if you want an **affordable, easy-to-use** portal"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|xai-small|Google Workspace", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Not dedicated board software, but excellent for budget zero.... **Cons:** Lacks board-specific security"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|xai-small|Microsoft 365", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Microsoft 365", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Google Workspace or Microsoft 365 (Free tier or ~$6/user/month)"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|xai-small|Boardable", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top pick overall for affordability + features... **Start here:** Try Boardable's free trial/Core—it's purpose-built and scales cheaply."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|xai-small|My Board View by Societ", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "My Board View by Societ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bare-bones portal for docs and admin. **Cons:** Very limited features."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|xai-small|BoardPro", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SME-focused with public pricing, agenda builder, and high ratings (4.8/5 Capterra)."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|xai-small|Passageways", "prompt": "c209-m4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Passageways | ~$250/mo ($3K/year) | Docs, meetings | Budget basics"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|zai-small|Boardable", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies with a limited budget, **Boardable** offers the best balance of affordability, ease of use, and essential features."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|zai-small|Boardly", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Boardly** — Best for True Small Boards"}, {"id": "mai-20260918-0023-calibration_b|c209-m4|zai-small|BoardCloud", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a nonprofit or want maximum value, **BoardCloud** is an excellent choice."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|zai-small|BoardPro", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a growing SME, **BoardPro** provides a more robust feature set tailored to your size."}, {"id": "mai-20260918-0023-calibration_b|c209-m4|zai-small|Passageways", "prompt": "c209-m4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Passageways** — Best for Basic Needs"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|deepseek-small|BoardEffect", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BoardEffect** – good mid-market fit"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|deepseek-small|OnBoard", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**OnBoard** – strong privacy-management certification"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|deepseek-small|Convene", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Convene** – granular in-product security controls"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|deepseek-small|Diligent Boards", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "broadest published security credentials (but beware enterprise bloat/overkill)"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|deepseek-small|Govenda", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Govenda** – often rated best overall for most teams"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|deepseek-small|Board Intelligence", "prompt": "c209-m5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Board Intelligence** – strong on decision-making and insights"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|OnBoard", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Evaluate **OnBoard** (excellent for mid-market/scaling companies)"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|Diligent", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Diligent** (the enterprise heavyweight)"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|Convene", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., OnBoard, Diligent, Convene)"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|Board", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Evaluate **Board.com**, **Board Intelligence**, or **Mosaic/Jirav**"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|Mosaic", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mosaic/Jirav** if the issue is primarily FP&A/financial automation"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|Jirav", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mosaic/Jirav** if the issue is primarily FP&A/financial automation"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|Board Intelligence", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Evaluate **Board.com**, **Board Intelligence**, or **Mosaic/Jirav**"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|google-small|Govenda", "prompt": "c209-m5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Govenda**, or **Diligent**"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|minimax-small|Diligent", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "not yet at the enterprise level where tools like Diligent or Nasdaq Boardvantage become necessary (and expensive)"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|minimax-small|Nasdaq Boardvantage", "prompt": "c209-m5", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "not yet at the enterprise level where tools like Diligent or Nasdaq Boardvantage become necessary (and expensive)"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|moonshot-small|OnBoard", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**OnBoard** | Balance of features & usability | Strong mid-market option"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|moonshot-small|Aprio", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Aprio** | Recurring board cycles, transparent pricing | No tiered feature restrictions"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|moonshot-small|Zeck", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Zeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zeck** | Modern, dynamic board interactions | Good for engagement-focused boards"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|moonshot-small|Convene", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Convene** | Strong annotation & resolution tracking | Agenda-linked packs"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-m5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Nasdaq Boardvantage** | Governance-heavy needs | Higher price point"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|xai-small|Diligent Boards", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Popular options like Diligent Boards, Nasdaq Boardvantage, OnBoard, and Boardable are frequently recommended for mid-sized firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|xai-small|Nasdaq Boardvantage", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options like Diligent Boards, Nasdaq Boardvantage, OnBoard, and Boardable are frequently recommended"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|xai-small|OnBoard", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3\\u20135 vendors (e.g., OnBoard for ease, Diligent for compliance)"}, {"id": "mai-20260918-0023-calibration_b|c209-m5|xai-small|Boardable", "prompt": "c209-m5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Diligent Boards, Nasdaq Boardvantage, OnBoard, and Boardable are frequently recommended for mid-sized firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|anthropic-small|Board (the planning/reporting software)", "prompt": "c209-m6", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board (the planning/reporting software)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some users report long load times and performance drops when working with detailed data or big models"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|anthropic-small|QuickBooks Online (for nonprofits)", "prompt": "c209-m6", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "QuickBooks Online (for nonprofits)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "nonprofits often need workarounds for fund accounting, restricted funds, and board-specific reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|deepseek-small|Boardable", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "A good fit for small nonprofits ... but reviewers note real limitations: Lack of customization and limited reporting/functionality"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|deepseek-small|OnBoard", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Strong, modern, mid-market option, but watch-outs: Steep learning curve around permission settings"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|deepseek-small|Nasdaq Boardvantage", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Well-established, but reviewers complain about: Limited functionality... Dated interface"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|deepseek-small|Diligent (Boards / One)", "prompt": "c209-m6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent (Boards / One)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The enterprise standard, but be cautious specifically on cost: Doesn't publish pricing"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Outlook", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Outlook", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Email (Outlook, Gmail, etc.):** This is one of the most dangerous tools for board reporting."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Gmail", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Gmail", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Email (Outlook, Gmail, etc.):** This is one of the most dangerous tools for board reporting."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Unmanaged Google Drive", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Unmanaged Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "standard shared drives lack the necessary administrative controls required for corporate governance"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Dropbox", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Generic Cloud Storage (Unmanaged Google Drive, Dropbox, Box):** ... lack the necessary administrative controls required for corporate governance"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Box", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Generic Cloud Storage (Unmanaged Google Drive, Dropbox, Box):** ... lack the necessary administrative controls"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Diligent", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "High-end legacy platforms designed for the Fortune 500, such as unscaled configurations of **Diligent** or **Nasdaq Boardvantage**"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Nasdaq Boardvantage", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "these systems are usually massive overkill... six-figure annual fees, and dense administrative overhead"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Excel", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Reports built manually in Excel and PowerPoint that are not linked to a single source of truth... highly prone to calculation errors"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|PowerPoint", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "PowerPoint", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Reports built manually in Excel and PowerPoint that are not linked to a single source of truth"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|BoardPro", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "e.g., BoardPro, OnBoard, or Aprio for mid-market and private firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|OnBoard", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "e.g., BoardPro, OnBoard, or Aprio for mid-market and private firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|Aprio", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "e.g., BoardPro, OnBoard, or Aprio for mid-market and private firms"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|google-small|BoardEffect", "prompt": "c209-m6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "BoardEffect for nonprofits"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|meta-small|Aleph", "prompt": "c209-m6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the tools mentioned in the search results include Aleph, Planful, and Cube, which are credited with generating variance commentary and having drillable numbers."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|meta-small|Planful", "prompt": "c209-m6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools mentioned in the search results include Aleph, Planful, and Cube"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|meta-small|Cube", "prompt": "c209-m6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Aleph, Planful, and Cube, which are credited with generating variance commentary"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|meta-small|ClearPoint", "prompt": "c209-m6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "ClearPoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ClearPoint is also mentioned as a tool that can handle board governance portals and automate board-pack assembly."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|minimax-small|Google Drive/Dropbox", "prompt": "c209-m6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive/Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Email and consumer file-sharing tools (like standard Google Drive/Dropbox) are generally unsuitable for sensitive board materials"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|moonshot-small|OnBoard", "prompt": "c209-m6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Glitches with agenda items** becoming disordered ... **Limited functionality** for global settings"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|moonshot-small|Diligent", "prompt": "c209-m6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Considered **expensive** ($15K-30K+ annually) ... **Dated user interface** that some find unintuitive"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-m6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Cumbersome document management** with long upload lists ... **Lacking calendar integration**"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|OnBoard Board Management Software", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard Board Management Software", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Frequent issues: Steep learning curve (especially permissions), agenda glitches ... Best avoided if you need intuitive setup or affordable options for smaller boards."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|Diligent Boards (including BoardDocs)", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards (including BoardDocs)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Multiple data breaches ... **High caution** for security-sensitive use (e.g., regulated industries)"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|Nasdaq Boardvantage", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Nasdaq Boardvantage/Diligent variants called \"less flexible\" and pricier in Reddit threads"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|Aleph", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "KPI dashboards, auto-narratives (e.g., Aleph/Cube)"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|Cube", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "auto-narratives (e.g., Aleph/Cube)"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|Boardable", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Test demos (e.g., Boardable, ClearPoint for strategy focus)"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|ClearPoint", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "ClearPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Test demos (e.g., Boardable, ClearPoint for strategy focus)"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|Planful", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "reporting automation (Aleph/Planful)"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|AppDeck", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "tools like AppDeck or Grove rank higher on value/ease"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|xai-small|Grove", "prompt": "c209-m6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Grove", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "tools like AppDeck or Grove rank higher on value/ease"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Diligent Boards", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Verdict: Use with caution... some users describe the interface as \"antiquated\" and rigid."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Nasdaq Boardvantage", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Cumbersome document management... When to use with caution: If you're a Nasdaq-listed company"}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|BoardEffect", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Navigation and folder structures can be confusing, especially for new administrators."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Google Drive", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|SharePoint", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Dropbox", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Box", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Box", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Confluence", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Confluence", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Notion", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Asana", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Trello", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Trello", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-m6|zai-small|Monday.com", "prompt": "c209-m6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid relying on these tools as your primary board reporting solution."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|alibaba-small|Boardable", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: **Boardable** ... widely considered the best option for small to mid-sized companies and startups"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|alibaba-small|Notion", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **Notion** only if you are strictly controlling costs"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|alibaba-small|BoardPro", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **BoardPro** or **Diligent** once you have significant Series funding"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the user experience can feel dated compared to Boardable, and it is significantly more expensive ($5k–$10k+/year)"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|alibaba-small|Diligent (HighWire)", "prompt": "c209-s1", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent (HighWire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **BoardPro** or **Diligent** once you have significant Series funding requiring strict governance compliance."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|anthropic-small|BoardPro", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BoardPro is recommended as best for SMEs on a budget, with public pricing starting at $165 per board per month"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|anthropic-small|OnBoard", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "OnBoard is highlighted as best overall for growing SaaS companies, offering AI-assisted prep and high director adoption"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|anthropic-small|Board Intelligence", "prompt": "c209-s1", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Board Intelligence helps governance teams cut down time on routine board admin"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|challenger-small|BoardPro", "prompt": "c209-s1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation, **BoardPro** is the safer overall pick for a small company"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|challenger-small|Fathom", "prompt": "c209-s1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Fathom** is often the better fit because it bundles **reporting, forecasting, consolidation, and benchmarking**"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|challenger-small|Diligent Boards", "prompt": "c209-s1", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Choose Diligent Boards** only if you need more advanced governance... positioned as an enterprise board portal rather than a small-company tool"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|deepseek-small|BoardPro", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **BoardPro** is the standout choice."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|deepseek-small|Boardable", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If BoardPro is still beyond budget, **Boardable** ... is a solid, more affordable serious option for small boards, though it's more oriented toward nonprofits."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|deepseek-small|OnBoard", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it uses **custom/quote-based pricing** (often ~$3,000+/mo or per-user pricing), which can get expensive for small orgs"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|deepseek-small|Diligent Boards", "prompt": "c209-s1", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**quote-only** and typically $800\\u2013$1,400+/user/year \\u2014 very expensive for a small company"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|google-small|BoardPro", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BoardPro (Best Overall for Small B2B / SMEs)"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|google-small|Diligent", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most legacy board portals (like Diligent) are designed for enterprise Fortune 500 companies and cost upwards of $10,000+ per year."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|google-small|I’mBoard", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "I’mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "I’mBoard (Best for Venture-Backed B2B Startups)"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|google-small|OnBoard", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnBoard (Best Premium Option)"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|google-small|ScaleXP", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ScaleXP (Best for B2B SaaS Metrics)"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|google-small|Fathom", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Fathom is the gold standard"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|google-small|Jirav", "prompt": "c209-s1", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Jirav is a full-cycle FP&A tool built for forward-looking forecasting"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|meta-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated board reporting software include Nasdaq Boardvantage, Boardvantage, and other tools"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|meta-small|Boardvantage", "prompt": "c209-s1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Nasdaq Boardvantage, Boardvantage, and other tools compared on websites"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|meta-small|Aleph", "prompt": "c209-s1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "other tools compared on websites like Aleph, Clearpoint Strategy, and Guideflow"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|meta-small|Clearpoint Strategy", "prompt": "c209-s1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Clearpoint Strategy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared on websites like Aleph, Clearpoint Strategy, and Guideflow"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|meta-small|Guideflow", "prompt": "c209-s1", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Guideflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "websites like Aleph, Clearpoint Strategy, and Guideflow"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|minimax-small|Diligent Boards", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need more advanced features and have the budget, **Diligent Boards** or **Nasdaq Boardvantage** are industry leaders."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|minimax-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need more advanced features and have the budget, **Diligent Boards** or **Nasdaq Boardvantage** are industry leaders."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|minimax-small|BoardPac", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPac", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Boardable** or **BoardPac** as they're more budget-friendly and user-friendly"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|minimax-small|BoardBooks", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "User-friendly option - Good for smaller boards"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|minimax-small|Boardable", "prompt": "c209-s1", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd suggest starting with **Boardable** or **BoardPac** as they're more budget-friendly and user-friendly"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|mistral-small|Nasdaq Boardvantage", "prompt": "c209-s1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Nasdaq Boardvantage** is frequently recommended as the best overall solution due to its ease of use, security, and focus on small to mid-size boards"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|mistral-small|Diligent Boards", "prompt": "c209-s1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its robust features, including agenda creation, document management, and secure communication"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|mistral-small|BoardEffect", "prompt": "c209-s1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another popular choice, especially for organizations that need a balance between functionality and ease of use"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|mistral-small|ClearPoint Strategy", "prompt": "c209-s1", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ClearPoint Strategy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your priority is automating board reports from live data, **ClearPoint Strategy** is a strong alternative"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|moonshot-small|ScaleXP", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "ScaleXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "paired with a financial automation tool like **ScaleXP** if your board pack requires deep revenue and pipeline metrics"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|moonshot-small|BoardPro", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, I recommend evaluating **BoardPro** ... for meeting management"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|moonshot-small|Governance360", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Governance360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(or **Governance360** if budget is tight)"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|moonshot-small|Boardable", "prompt": "c209-s1", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best All-Around Board Portal (SMB Tier): **Boardable** ... solid choice if you have board members who are less tech-savvy"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|openai-small|BoardPro", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick is **BoardPro** if you want the best balance of ease of use, pricing, and board-meeting workflow"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|openai-small|Decisions", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Decisions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if budget is the biggest concern:** **Decisions** — Capterra lists it as “Great Value”"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|openai-small|Diligent Boards", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "both are better-known secure board portal options, though they’re often more than a tiny company needs"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|openai-small|OnBoard", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "both are better-known secure board portal options, though they’re often more than a tiny company needs"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|openai-small|Boardable", "prompt": "c209-s1", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you want a simple, lower-cost option with decent integrations:** **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|xai-small|Diligent Boards", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "prioritize affordable, simple tools designed for SMBs over enterprise options like Diligent Boards"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|xai-small|BoardPro", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BoardPro edges out as a top pick for small B2B due to flat pricing (predictable costs), SME-first design, and top ratings for value/setup."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|xai-small|Boardable", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most affordable entry point, virtual meeting tools, document management"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|xai-small|OnBoard", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AI-assisted prep, high adoption, modern UX, real-time updates; good for B2B scaling. | Higher cost"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|xai-small|AppDeck", "prompt": "c209-s1", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Need real-time financial dashboards? Check AppDeck (~$299/mo flat, modern UX)."}, {"id": "mai-20260918-0023-calibration_b|c209-s1|zai-small|Boardable", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable – Best Overall for Small B2B Companies"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|zai-small|AppDeck", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "AppDeck – Best Value for Private Companies"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|zai-small|BoardPro", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BoardPro – Best Budget-Friendly Option"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|zai-small|OnBoard", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnBoard – Best for AI-Assisted Prep & Adoption"}, {"id": "mai-20260918-0023-calibration_b|c209-s1|zai-small|Aprio", "prompt": "c209-s1", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "direct", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Aprio – Best for Structured Boardbook Workflows"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|alibaba-small|Visible.vc", "prompt": "c209-s2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I recommend **Visible.vc**."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|alibaba-small|Investran", "prompt": "c209-s2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Generally more affordable than enterprise suites like Investran, fitting a smaller budget better."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|alibaba-small|Fairview", "prompt": "c209-s2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 2. Alternative: Fairview"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|alibaba-small|InvestorHub", "prompt": "c209-s2", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "InvestorHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 3. Alternative: InvestorHub"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Fathom", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fathom", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Fathom or QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|QuickBooks Online", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Fathom or QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Databox", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Databox, Klipfolio, Zoho Analytics, and Looker Studio all support QuickBooks Online integration"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Klipfolio", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Databox, Klipfolio, Zoho Analytics, and Looker Studio all support QuickBooks Online integration"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Zoho Analytics", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Zoho Analytics, and Looker Studio all support QuickBooks Online integration"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Looker Studio", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Looker Studio all support QuickBooks Online integration"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Maxio", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Maxio is an all-in-one platform purpose-built for B2B SaaS financial operations"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Sage Intacct", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Sage Intacct is a cloud-based financial management platform designed for compliance-heavy finance teams"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|anthropic-small|Geckoboard", "prompt": "c209-s2", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "covering Databox, Klipfolio, or Geckoboard with adequate data source connections"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|challenger-small|Visible.vc", "prompt": "c209-s2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Visible.vc** if your main need is to send clear, repeatable investor updates without a lot of complexity."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|challenger-small|Investran", "prompt": "c209-s2", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "but that is usually heavier than what a small B2B company needs"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|deepseek-small|Visible.vc", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Visible.vc**"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|deepseek-small|Juniper Square", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Juniper Square", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you'd graduate to **Juniper Square** or **Altvia**. But those are enterprise-grade ... for a small B2B business they're usually overkill."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|deepseek-small|Altvia", "prompt": "c209-s2", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Altvia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "those are enterprise-grade (and priced/featured accordingly), so for a small B2B business they're usually overkill"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|google-small|Visible.vc", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Gold Standard: **Visible.vc** ... Visible is the most widely recommended, purpose-built investor update tool."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|google-small|Cabal", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Cabal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for B2B Sales Intros: **Cabal** ... Cabal is a game-changer."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|google-small|Notion", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Notion if you are bootstrapped, have fewer than 10 investors, and want a simple, no-cost way to show progress."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|google-small|Databox", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "business intelligence platforms like Databox or Klipfolio are excellent."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|google-small|Klipfolio", "prompt": "c209-s2", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Klipfolio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "business intelligence platforms like Databox or Klipfolio are excellent."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|meta-small|Investran", "prompt": "c209-s2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Investran - A comprehensive fund accounting and investor reporting software designed for private capital firms."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|meta-small|Fairview", "prompt": "c209-s2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fairview - A platform that offers investor reporting and stakeholder communication solutions for startups and founders."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|meta-small|World Metrics", "prompt": "c209-s2", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "World Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "World Metrics - A tool that provides investor reporting and stakeholder communication capabilities for SMBs."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|minimax-small|Visible.vc", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Visible.vc** as the top investor reporting tool for a small B2B business"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|minimax-small|Maxio", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Maxio** - Strong for SaaS businesses needing detailed billing and revenue reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|minimax-small|Drivetrain", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Drivetrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Drivetrain** - Good for interactive dashboards and real-time reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|minimax-small|DocSend", "prompt": "c209-s2", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DocSend** - Great for sharing pitch decks and tracking document engagement"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|mistral-small|Aleph", "prompt": "c209-s2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Aleph", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, **Aleph** and **SMB** are likely the most accessible and cost-effective options"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|mistral-small|SMB", "prompt": "c209-s2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "SMB", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Aleph** and **SMB** are likely the most accessible and cost-effective options"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|mistral-small|Investran", "prompt": "c209-s2", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "though it may be more suited for slightly larger operations"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|moonshot-small|Visible.vc", "prompt": "c209-s2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Visible.vc** because: - It's specifically rated highest for SMBs (8.4/10)"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|moonshot-small|Maxio", "prompt": "c209-s2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B business is **SaaS-based with subscription revenue**, **Maxio** would be worth considering"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|moonshot-small|DocSend", "prompt": "c209-s2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "DocSend", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for SMBs needing secure document sharing with investors"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|moonshot-small|Foundersuite", "prompt": "c209-s2", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Foundersuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another SMB-focused option for investor relations"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|openai-small|Visible", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Visible** if your main goal is to send clean, regular investor updates"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|openai-small|Pulley", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** — best if you also need cap table + equity workflows."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|openai-small|Astrella", "prompt": "c209-s2", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Astrella** — good if reporting is tied closely to ownership/compliance."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|xai-small|Visible.vc", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Visible.vc as the top investor reporting tool."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|xai-small|Investran", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Investran", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "affordable for small teams vs. enterprise tools like Investran"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|xai-small|Papermark", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Papermark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free tier or $29+/month. Great for document sharing, pitch decks, and basic tracking"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|xai-small|Notion or Google Slides templates", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notion or Google Slides templates", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Completely free, customizable for simple updates... Lacks automation/tracking but zero cost"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|xai-small|Standard Metrics", "prompt": "c209-s2", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Standard Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Free for founders; basic automation and tracking."}, {"id": "mai-20260918-0023-calibration_b|c209-s2|zai-small|Foundersuite", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Foundersuite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a small B2B company:** **Foundersuite**"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|zai-small|Visible.vc", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Visible.vc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you already use QuickBooks or Xero:** **Visible.vc**"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|zai-small|Carta", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need cap table + investor portal:** **Carta**"}, {"id": "mai-20260918-0023-calibration_b|c209-s2|zai-small|Notion", "prompt": "c209-s2", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "paraphrase", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if you want total flexibility (no finance integration):** **Notion**"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|alibaba-small|Zipdo", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Zipdo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zipdo is increasingly popular among lean teams because it combines a board portal with a \"pack builder.\""}, {"id": "mai-20260918-0023-calibration_b|c209-s3|alibaba-small|Passageways", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your primary constraint is cost, Passageways is a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|alibaba-small|Boardable", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For non-profits and community boards, Boardable is a market leader."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|alibaba-small|BoardPro", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BoardPro focuses heavily on the *process* of getting the board pack ready."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|alibaba-small|Diligent", "prompt": "c209-s3", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The \"Vault\" Approach (e.g., Passageways, Diligent): These act primarily as secure storage."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|anthropic-small|Board Intelligence", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Board Intelligence is tailored for strategic insights, offering AI-driven minute writing and comprehensive reporting tools."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|anthropic-small|BoardSpace", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BoardSpace is a budget pick for HOAs and small nonprofits at $69 per month with public pricing."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|anthropic-small|Nasdaq Boardvantage", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "well-suited for small businesses with high accountability needs"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|anthropic-small|BoardDocs", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardDocs", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "tailored for small and midsize education sector companies"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|anthropic-small|BoardEffect", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "intuitive platforms like Nasdaq Boardvantage, BoardEffect, Diligent Boards, OnBoard, and others"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|anthropic-small|Diligent Boards", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "intuitive platforms like Nasdaq Boardvantage, BoardEffect, Diligent Boards, OnBoard, and others"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|anthropic-small|OnBoard", "prompt": "c209-s3", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "intuitive platforms like Nasdaq Boardvantage, BoardEffect, Diligent Boards, OnBoard, and others"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|challenger-small|Boardable", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best budget/simple choice:** **Boardable** or **BoardPro** for small boards and straightforward meeting reporting."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|challenger-small|BoardPro", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best budget/simple choice:** **Boardable** or **BoardPro** for small boards and straightforward meeting reporting."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|challenger-small|OnBoard", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best secure portal:** **OnBoard** or **BoardEffect** for governance, approvals, and board books."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|challenger-small|BoardEffect", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best secure portal:** **OnBoard** or **BoardEffect** for governance, approvals, and board books."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|challenger-small|Board Intelligence", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Board Intelligence", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for polished board reports:** **Board Intelligence** for concise, decision-ready packs."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|challenger-small|Diligent", "prompt": "c209-s3", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Best enterprise option:** **Diligent**, but it may be overkill for a small team."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|deepseek-small|BoardPro", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical small team wanting affordable simplicity, **BoardPro** is the top value pick."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|deepseek-small|OnBoard", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "More polished, analytics-driven interface and AI-forward features; slightly pricier and more feature-rich than BoardPro."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|deepseek-small|Boardable", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you're a nonprofit, go with **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|deepseek-small|Aprio", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aprio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If reporting and compliance matter most, choose **Aprio**"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|deepseek-small|AppDeck", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pairs board packs with real-time performance dashboards"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|deepseek-small|Diligent", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "avoid the over-engineering of enterprise platforms like Diligent ($15K–30K+/yr)"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|deepseek-small|BoardSpace", "prompt": "c209-s3", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardSpace", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "tools like BoardPro, Aprio, or BoardSpace (from ~$69/mo)"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|google-small|Zeck", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Zeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "migrating to a dedicated tool like **Zeck** (for interactivity) or **BoardPro** (for simplicity) is highly recommended"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|google-small|BoardPro", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "migrating to a dedicated tool like **Zeck** (for interactivity) or **BoardPro** (for simplicity) is highly recommended"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|google-small|Boardable", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Boardable: The Nonprofit Specialist"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|google-small|OnBoard", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "OnBoard is the closest thing to an \"industry default\" for venture-backed scaleups."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|google-small|I’mBoard", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "I’mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Flat-Rate Startup Alternative"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|google-small|Notion", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "While free, this route lacks strict security permissions, audit trails for regulatory compliance, and simple version control"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|google-small|Google Workspace (Docs/Drive/Slides)", "prompt": "c209-s3", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Google Workspace (Docs/Drive/Slides)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "While free, this route lacks strict security permissions, audit trails for regulatory compliance"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|meta-small|Boardable", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable - Best for small nonprofits and community boards, priced at $79-199/month."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|meta-small|Diligent Boards", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Diligent Boards - Best for small teams that need a straightforward board pack workflow with approvals and version control."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|meta-small|Nasdaq Boardvantage", "prompt": "c209-s3", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Nasdaq Boardvantage - Best for small teams that need repeatable board packs with minutes and resolutions in one workflow."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|Boardable", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** or **AppDeck** offer the best balance of affordability and functionality"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|AppDeck", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Boardable** or **AppDeck** offer the best balance of affordability and functionality"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|OnBoard", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong UX, AI-assisted prep, but per-director pricing can add up"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|DataRails", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DataRails", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider **DataRails** or **ClearPoint** to automate board packs from live financial data"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|ClearPoint", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClearPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **DataRails** or **ClearPoint** to automate board packs from live financial data"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|Diligent", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise tools (Diligent, Nasdaq Boardvantage) offer robust audit trails, but smaller teams may not need full compliance features"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|Planful", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Advanced platforms tie reporting to live financial data (Planful, ClearPoint)"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|minimax-small|Nasdaq Boardvantage", "prompt": "c209-s3", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise tools (Diligent, Nasdaq Boardvantage) offer robust audit trails"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|mistral-small|BoardPro", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "making it a top overall pick for SMBs... For a small team needing dedicated board reporting, start with BoardPro or Boardable."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|mistral-small|Boardable", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with BoardPro or Boardable"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|mistral-small|monday.com", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "monday.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a more flexible tool that can also handle project management, consider monday.com or ClickUp."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|mistral-small|ClickUp", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "consider monday.com or ClickUp"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|mistral-small|Trello", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Trello", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Simpler and more visual, but lacks advanced reporting features."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|mistral-small|Govenda", "prompt": "c209-s3", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Govenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More robust for compliance and large boards, but can be overkill for very small teams."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|moonshot-small|AppDeck", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AppDeck** — Best Overall Value for Startups/Private Companies"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|moonshot-small|BoardPro", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BoardPro** — Best for Simplicity"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|moonshot-small|Boardable", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Boardable** — Most Budget-Friendly"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|moonshot-small|Fathom", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Fathom** — Best for Financial Reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Heavy governance, security, and compliance features but significantly more expensive ($6K–$30K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|moonshot-small|Diligent", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Heavy governance, security, and compliance features but significantly more expensive ($6K–$30K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|moonshot-small|OnBoard", "prompt": "c209-s3", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Heavy governance, security, and compliance features but significantly more expensive ($6K–$30K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|BoardPro", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team, simple board process:** BoardPro"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|OnBoard", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need a polished secure board portal:** OnBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|BoardEffect", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Nonprofit:** BoardEffect"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|Diligent Boards", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent Boards", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually overkill for a very small team unless you have complex compliance needs"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|Boardable", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Budget-conscious:** Boardable"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|Decisions", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Decisions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Small team using Microsoft Teams:** Decisions"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|Planful", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Planful", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mostly financial board reporting:** Planful / Vena / Pigment"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|Vena", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Vena", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Mostly financial board reporting:** Planful / Vena / Pigment"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|openai-small|Pigment", "prompt": "c209-s3", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Pigment", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Mostly financial board reporting:** Planful / Vena / Pigment"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|xai-small|Looker Studio", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Looker Studio if budget-tight and Google-based"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|xai-small|Microsoft Power BI", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "try Power BI free tier otherwise"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|xai-small|Zoho Analytics", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Zoho Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Power BI/Zoho for value in Microsoft/Zoho stacks"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|xai-small|Databox", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "100+ pre-built KPIs, quick KPI tracking, templates"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|xai-small|Geckoboard", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher cost, basic customization"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|xai-small|Tableau", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Power BI/Tableau (mentioned in lists at $15/user/mo) for deeper analytics"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|xai-small|Boardable", "prompt": "c209-s3", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If your \"board\" means governance portals (e.g., Boardable for nonprofits), clarify for tailored recs."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|zai-small|Boardable", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you need to manage the meeting:** Choose **Boardable** (cheaper) or **BoardPro** (more features)."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|zai-small|BoardPro", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "It is rated highly for \"value for money\" (G2 rating ~4.8/5)... It feels more professional than Boardable but costs less than enterprise tools like Diligent."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|zai-small|AppDeck", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Companies wanting a modern UX with real-time dashboards."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|zai-small|DashThis", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "DashThis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you need to show the numbers:** Choose **DashThis** (easy to use)"}, {"id": "mai-20260918-0023-calibration_b|c209-s3|zai-small|Geckoboard", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Geckoboard is a \"monitor\" (great for seeing live numbers)."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|zai-small|Aleph", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**If you need to write the explanation for the numbers:** Choose **Aleph**."}, {"id": "mai-20260918-0023-calibration_b|c209-s3|zai-small|Diligent", "prompt": "c209-s3", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "costs less than enterprise tools like Diligent"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|alibaba-small|BoardPro", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BoardPro** (Best Overall Value)... **Recommendation:** Start with a demo for **BoardPro**."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|alibaba-small|Passageways", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Passageways is built for smaller private companies looking for a no-frills platform."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|alibaba-small|Diligent Boards™ (formerly OnBoard)", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent Boards™ (formerly OnBoard)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "check their current SME pricing, as it may sit at the higher end of your \"tight\" budget"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|alibaba-small|Notion", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Cons: You lose automated security features like audit trails, version control, and permission management"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|alibaba-small|Airtable", "prompt": "c209-s4", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some small companies use **Notion** or **Airtable** combined with secure password sharing... Cons: You lose automated security features"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|anthropic-small|Wave", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave is a low-cost accounting and reporting option for very small businesses that need simple financial visibility"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|anthropic-small|Budgyt", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Budgyt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budgyt features an intuitive interface and simple dashboard ... designed for small to medium sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|anthropic-small|BoardEffect", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BoardEffect (now part of Diligent) serves over 14,000 mission-driven organizations with pricing designed for nonprofit budgets."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|anthropic-small|Tableau", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "general-purpose BI tools like Tableau or Power BI can produce similar outputs, though they require more configuration"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|anthropic-small|Power BI", "prompt": "c209-s4", "model": "anthropic-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "general-purpose BI tools like Tableau or Power BI can produce similar outputs, though they require more configuration"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|challenger-small|Boardable", "prompt": "c209-s4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable for cheapest, BoardPro for best value"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|challenger-small|BoardPro", "prompt": "c209-s4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "it is described as the **overall top pick** for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|challenger-small|Passageways", "prompt": "c209-s4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Passageways or AppDeck only if your budget is a little higher"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|challenger-small|AppDeck", "prompt": "c209-s4", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Passageways or AppDeck only if your budget is a little higher"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|deepseek-small|BoardPro", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BoardPro is repeatedly recommended as the best budget-friendly option specifically designed for small and medium-sized enterprises"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|deepseek-small|Diligent", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "don't want the high cost and feature bloat of enterprise tools like Diligent"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|deepseek-small|BoardSpace", "prompt": "c209-s4", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpace", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starting around **$69/month**. A solid budget pick, though it's best suited for HOAs and small nonprofits"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|Diligent", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise board portals (like Diligent or OnBoard) can easily run $5,000 to $15,000+ per year."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|OnBoard", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise board portals (like Diligent or OnBoard) can easily run $5,000 to $15,000+ per year."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|BoardPro", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "BoardPro (Best Overall for SMEs)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|I’mBoard", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I’mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "I’mBoard (Best for Venture-Backed/Seed-Stage Startups)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|Boardable", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Boardable (Best for User-Friendly Collaboration)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|Syft Analytics", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Syft Analytics (Best Value & Easiest to Use)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|Fathom", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Fathom (Best for Deep Financial Modeling & Forecasting)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|BoardBreeze", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardBreeze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Minutes & Action Items ($29.99/mo) — BoardBreeze"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|Google Drive / OneDrive", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Drive / OneDrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Document Management & Sharing (Free) — Google Drive / OneDrive"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|google-small|Google Sheets + Google Slides", "prompt": "c209-s4", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Sheets + Google Slides", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dynamic Slides (Free) — Google Sheets + Google Slides"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|meta-small|Boardable", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best board reporting software for a small company with a tight budget is Boardable, with pricing starting at $79-$329 per month."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|meta-small|BoardPro", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include BoardPro, with public pricing starting at $165 per board per month"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|meta-small|AppDeck", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AppDeck, with a flat pricing of $299 per month with no per-director fees"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|meta-small|Passageways", "prompt": "c209-s4", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Passageways is also a good option, with pricing starting at $3,000 per year."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|minimax-small|Boardable", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Boardable** is generally considered the best board reporting software for small companies with tight budgets"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|minimax-small|Passageways", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Budget-conscious companies needing basic board portal features"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|minimax-small|AppDeck", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$299/month flat rate (no per-director fees)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|minimax-small|BoardPro", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Good alternative** if you need slightly more features"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|minimax-small|Google Workspace", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they lack specific board features like voting, audit trails, and director-specific access controls"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|minimax-small|Notion", "prompt": "c209-s4", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they lack specific board features like voting, audit trails, and director-specific access controls"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|mistral-small|Boardable", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, Boardable is the most recommended due to its low monthly cost and targeted features for small boards."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|mistral-small|BoardPro", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another budget-friendly choice, with plans ranging from $199–$399/month"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|mistral-small|Passageways", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starting at $3,000/year, it's a good fit for budget-conscious companies needing a basic board portal"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|mistral-small|Google Workspace", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "can be used, but they lack advanced board-specific features like voting and audit trails"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|mistral-small|Notion", "prompt": "c209-s4", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "can be used, but they lack advanced board-specific features like voting and audit trails"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|moonshot-small|Boardable", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Boardable** if you're a nonprofit or community board, or **BoardPro** if you're a small business."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|moonshot-small|BoardPro", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BoardPro** if you're a small business"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|moonshot-small|Passageways (OnBoard)", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways (OnBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Basic but Solid ... More affordable than enterprise competitors"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|moonshot-small|AppDeck", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Value for Growing Boards"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|moonshot-small|Google Workspace + Google Drive", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace + Google Drive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free or low-cost for basic document sharing"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|moonshot-small|Notion", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free tier available for organizing board materials"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|moonshot-small|My Board View", "prompt": "c209-s4", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "My Board View", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "100% free for nonprofits"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|openai-small|Boardable", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall budget pick:** **Boardable** — strongest if you want a more complete board portal without paying upfront."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|openai-small|Easy Board", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Easy Board", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cheapest straightforward option:** **Easy Board** — best if you mainly need basic board packets, agendas, and meeting support at minimal cost."}, {"id": "mai-20260918-0023-calibration_b|c209-s4|openai-small|BoardSpot", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want affordable and nonprofit-friendly:** **BoardSpot** or **BoardPaq** can also be good contenders"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|openai-small|BoardPaq", "prompt": "c209-s4", "model": "openai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPaq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BoardSpot** or **BoardPaq** can also be good contenders for small organizations"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|xai-small|Boardable", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Boardable (Best overall budget pick for small teams)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|xai-small|Notion", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Flexible but lacks native security/voting—fine for pre-seed startups"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|xai-small|BoardPro", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BoardPro (Best value flat-rate for SMEs)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|xai-small|Google Workspace", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Flexible but lacks native security/voting—fine for pre-seed startups"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|xai-small|I'mBoard", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "I'mBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "I'mBoard: ~$149/flat per board/month (startup-specific; transparent self-serve)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|xai-small|Google Sheets", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider free tools like Google Sheets + Zapier first"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|xai-small|Databox", "prompt": "c209-s4", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "affordable BI like Databox (~$72/month)"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|zai-small|Boardable", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Most budget‑friendly all‑rounder:** **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|zai-small|BoardPro", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best value for a slightly more feature‑rich experience:** **BoardPro**"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|zai-small|Passageways (OnBoard)", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Passageways (OnBoard)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Basic portal at a predictable yearly cost:** **Passageways**"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|zai-small|AppDeck", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "AppDeck", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**$2K–5K/year:** Passageways, BoardPro, AppDeck"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|zai-small|OnBoard", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**$6K–15K/year:** OnBoard, BoardEffect"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|zai-small|BoardEffect", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**$6K–15K/year:** OnBoard, BoardEffect"}, {"id": "mai-20260918-0023-calibration_b|c209-s4|zai-small|Diligent", "prompt": "c209-s4", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**$15K+/year:** Diligent (enterprise‑grade)"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|alibaba-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you generally want to avoid heavy, enterprise-grade solutions (like Nasdaq Boardvantage)"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|alibaba-small|Boardable", "prompt": "c209-s5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "The Modern \"All-in-One\" Standard: **Boardable** ... widely regarded as the standard for high-growth startups and SMBs"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|alibaba-small|Aleph", "prompt": "c209-s5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Aleph", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The \"Lightweight/Design-First\" Option: **Aleph** or **Zenboard**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|alibaba-small|Zenboard", "prompt": "c209-s5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Zenboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Lightweight/Design-First\" Option: **Aleph** or **Zenboard**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|alibaba-small|DocSend", "prompt": "c209-s5", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "DocSend", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "strictly a secure file sharing tool, *not* a full board management suite... Only choose this if you are truly in survival mode."}, {"id": "mai-20260918-0023-calibration_b|c209-s5|deepseek-small|BoardPro", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3\\u20134 platforms that target **small/growth-stage companies** (e.g., BoardPro, Boardable, Ideals Board, Board Intelligence, OnBoard \\u2014 verify fit against your priorities)."}, {"id": "mai-20260918-0023-calibration_b|c209-s5|deepseek-small|Boardable", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., BoardPro, Boardable, Ideals Board, Board Intelligence, OnBoard \\u2014 verify fit against your priorities"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|deepseek-small|Ideals Board", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Ideals Board", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., BoardPro, Boardable, Ideals Board, Board Intelligence, OnBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|deepseek-small|Board Intelligence", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Board Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., BoardPro, Boardable, Ideals Board, Board Intelligence, OnBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|deepseek-small|OnBoard", "prompt": "c209-s5", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., BoardPro, Boardable, Ideals Board, Board Intelligence, OnBoard \\u2014 verify fit against your priorities"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Syft Analytics", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Syft Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "look at tools like **Syft Analytics, Jirav, Pry (by Brex), or Mosaic**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Jirav", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Jirav", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look at tools like **Syft Analytics, Jirav, Pry (by Brex), or Mosaic**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Pry (by Brex)", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Pry (by Brex)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at tools like **Syft Analytics, Jirav, Pry (by Brex), or Mosaic**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Mosaic", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at tools like **Syft Analytics, Jirav, Pry (by Brex), or Mosaic**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Workday Adaptive", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Workday Adaptive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise monsters like Workday Adaptive or Anaplan, which require expensive implementation consultants."}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Anaplan", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise monsters like Workday Adaptive or Anaplan"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Boardly", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "look at startup/SMB-focused tools like **Boardly, I’mBoard, BoardPro, or Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|I’mBoard", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "I’mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "look at startup/SMB-focused tools like **Boardly, I’mBoard, BoardPro, or Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|BoardPro", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "look at startup/SMB-focused tools like **Boardly, I’mBoard, BoardPro, or Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Boardable", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "look at startup/SMB-focused tools like **Boardly, I’mBoard, BoardPro, or Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Diligent", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid legacy enterprise portals like Diligent or Nasdaq Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|google-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Avoid legacy enterprise portals like Diligent or Nasdaq Boardvantage, which are designed for public companies"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|AppDeck", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pre-seed to Series A: AppDeck or Boardable, Series B-C: AppDeck or OnBoard... Real-time financial reporting → AppDeck"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|Boardable", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pre-seed to Series A: AppDeck or Boardable"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|OnBoard", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Series B-C: AppDeck or OnBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|Diligent", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Traditional governance → Diligent or BoardEffect"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|BoardEffect", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Traditional governance → Diligent or BoardEffect"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|BoardPro", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Look for software that streamlines and automates board processes, such as BoardPro"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Consider software that can grow with your company, such as Nasdaq Boardvantage, Diligent Boards, or OnBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|Diligent Boards", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "such as Nasdaq Boardvantage, Diligent Boards, or OnBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|DataRails", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "DataRails", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Some popular board reporting software options for small to medium-sized businesses include: ... DataRails"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|Fathom", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "popular board reporting software options for small to medium-sized businesses include: ... Fathom"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|meta-small|Fairview", "prompt": "c209-s5", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "popular board reporting software options for small to medium-sized businesses include: ... Fairview"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|mistral-small|Diligent Boards", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Diligent Boards** | Large enterprises, governance-heavy boards"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|mistral-small|BoardEffect", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**BoardEffect** | Mid-sized companies, nonprofits"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|mistral-small|OnBoard", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "OnBoard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**OnBoard** | Growing companies, intuitive UI"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|mistral-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Nasdaq Boardvantage** | Public companies, compliance"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|mistral-small|BoardPaq", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPaq", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BoardPaq** | SMBs, simplicity"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|mistral-small|Google Workspace + Add-ons", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Google Workspace + Add-ons", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Google Workspace + Add-ons** | Budget-conscious, collaborative"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|mistral-small|Microsoft Power BI + SharePoint", "prompt": "c209-s5", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Microsoft Power BI + SharePoint", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Microsoft Power BI + SharePoint** | Data-driven companies"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|moonshot-small|AppDeck", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "AppDeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "SMB-focused vendors: **AppDeck** ($299/mo flat), **BoardPro** ($199-399/mo), **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|moonshot-small|BoardPro", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "SMB-focused vendors: **AppDeck** ($299/mo flat), **BoardPro** ($199-399/mo), **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|moonshot-small|Boardable", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider AppDeck, BoardPro, Boardable, or Convene for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|moonshot-small|Diligent", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid enterprise solutions (Diligent, Nasdaq Boardvantage) unless you have specific compliance needs—these start at $15K+/year"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid enterprise solutions (Diligent, Nasdaq Boardvantage) unless you have specific compliance needs"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|moonshot-small|Convene", "prompt": "c209-s5", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Convene", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Consider AppDeck, BoardPro, Boardable, or Convene for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|xai-small|BoardPro", "prompt": "c209-s5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Prioritize solutions like BoardPro, Govenda, or those highlighted on sites like Capterra/G2 for small/mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|xai-small|Govenda", "prompt": "c209-s5", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Govenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Prioritize solutions like BoardPro, Govenda, or those highlighted on sites like Capterra/G2 for small/mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|zai-small|Diligent", "prompt": "c209-s5", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you need serious governance but don't want the complexity and cost of enterprise tools like Diligent or Nasdaq Boardvantage"}, {"id": "mai-20260918-0023-calibration_b|c209-s5|zai-small|Nasdaq Boardvantage", "prompt": "c209-s5", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "scale", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise suites (Diligent, Nasdaq Boardvantage): $6,000–$15,000/year (often overkill for your size)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Microsoft Teams", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Microsoft Teams", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on them as the primary vehicle for formal board packets is risky"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Slack", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to Avoid:** **Version Control Nightmares**"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Google Docs", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Docs", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "shared Google Doc links, or raw email attachments. **Why to Avoid:**"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Tableau Server", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau Server", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Full-scale implementations of Tableau Server, QlikSense... **Why to Be Cautious:**"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|QlikSense", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "QlikSense", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Full-scale implementations of Tableau Server, QlikSense, or heavy custom SQL setups"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Airtable", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Airtable instances used as front-end presentations. **Why to Avoid:** **Security Liability**"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|NetSuite", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "NetSuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they are not \"Board Report\" tools... **Why to Be Cautious:** **Lack of Context**"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|QuickBooks", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Some accounting software (like NetSuite, QuickBooks, Xero) offers robust analytics, but they are not \"Board Report\" tools."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Xero", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Some accounting software (like NetSuite, QuickBooks, Xero) offers robust analytics, but they are not \"Board Report\" tools."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Appoint (now part of Diligent)", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Appoint (now part of Diligent)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Very popular for startups due to ease of use and integration capabilities."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|iManage Board Portal", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "iManage Board Portal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Great for larger enterprises but has scalable plans for growing businesses."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Pigeonhole", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Pigeonhole", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Sometimes used purely for the meeting interaction itself, but strictly separate from data management."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|alibaba-small|Miro", "prompt": "c209-s6", "model": "alibaba-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Miro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Sometimes used purely for the meeting interaction itself, but strictly separate from data management."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|challenger-small|Diligent", "prompt": "c209-s6", "model": "challenger-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Diligent notes that free options typically lack the convenience, connectivity, and security of paid tools"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|Diligent", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid enterprise platforms (Diligent/OnBoard) and feature-bloated tools for small boards"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|OnBoard", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-grade board portals (Diligent, and often OnBoard)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|Notion", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Generic collaboration tools masquerading as board tools (Notion, Google Workspace, shared drives, email threads)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|Google Workspace", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Workspace", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "be cautious with free tools and generic collaboration platforms"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|Boardable", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Series A → a proper lightweight portal ($200–$500/month, e.g., Boardable, BoardPro, Zeck, I'mBoard)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|BoardPro", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a proper lightweight portal ($200–$500/month, e.g., Boardable, BoardPro, Zeck, I'mBoard)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|Zeck", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Zeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a proper lightweight portal ($200–$500/month, e.g., Boardable, BoardPro, Zeck, I'mBoard)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|deepseek-small|I'mBoard", "prompt": "c209-s6", "model": "deepseek-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "I'mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "a proper lightweight portal ($200–$500/month, e.g., Boardable, BoardPro, Zeck, I'mBoard)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Diligent", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples to approach with caution: Diligent, Nasdaq Boardvantage, BoardEffect, OnBoard (enterprise tiers)."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples to approach with caution: Diligent, Nasdaq Boardvantage, BoardEffect, OnBoard (enterprise tiers)."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|BoardEffect", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples to approach with caution: Diligent, Nasdaq Boardvantage, BoardEffect, OnBoard (enterprise tiers)."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|OnBoard", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples to approach with caution: ... OnBoard (enterprise tiers)."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Power BI", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Examples to approach with caution: Power BI, Tableau, Looker."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Tableau", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples to approach with caution: Power BI, Tableau, Looker."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Looker", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Examples to approach with caution: Power BI, Tableau, Looker."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Google Drive", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Examples to avoid: ... relying on unsecured, generic Google Drive/Dropbox folders."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Dropbox", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Examples to avoid: ... relying on unsecured, generic Google Drive/Dropbox folders."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|BoardPro", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "look for modern, streamlined board portals specifically designed for your scale (such as BoardPro, Boardable, Zeck, or I'mBoard)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Boardable", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "such as BoardPro, Boardable, Zeck, or I'mBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|Zeck", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Zeck", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "such as BoardPro, Boardable, Zeck, or I'mBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|google-small|I'mBoard", "prompt": "c209-s6", "model": "google-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "I'mBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "such as BoardPro, Boardable, Zeck, or I'mBoard"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|meta-small|Aleph", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Aleph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some specific tools that may be worth considering for small businesses include Aleph, Planful, and Cube"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|meta-small|Planful", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include Aleph, Planful, and Cube, which offer narrative generation and variance commentary features"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|meta-small|Cube", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Aleph, Planful, and Cube, which offer narrative generation and variance commentary features"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|meta-small|Passageways", "prompt": "c209-s6", "model": "meta-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Passageways", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other tools, such as Passageways, may be more budget-friendly but still offer basic board portal functionality."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|Diligent", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Diligent** - While a market leader, it's known for six-figure annual fees and excessive governance features that small businesses don't need"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Similarly enterprise-focused with complex setups and high costs"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|BoardPAC", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPAC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-heavy with pricing that doesn't make sense for small teams"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|OnBoard", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Steep learning curve, high expense, agenda management glitches, limited functionality for in-person meetings"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|Board", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Slow performance with large datasets, poor visualization, complex configuration, steep learning curve"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|AppDeck", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**AppDeck** - Smaller company focus"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|Boardable", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Boardable** - Budget-friendly for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|minimax-small|ClearPoint", "prompt": "c209-s6", "model": "minimax-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "ClearPoint", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**ClearPoint** - Strategy and performance reporting"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|mistral-small|Diligent", "prompt": "c209-s6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like Diligent or Nasdaq Boardvantage are designed for large, public companies... These can be overkill and may not provide good value for the investment."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|mistral-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "mistral-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like Diligent or Nasdaq Boardvantage are designed for large, public companies... These can be overkill and may not provide good value for the investment."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|Diligent Boards", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "$15,000–$30,000+/year; quote-only pricing; dated user experience; built for complex compliance requirements of large public companies."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "$20,000–$40,000+/year; enterprise-grade security and workflows that far exceed small business needs."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|OnBoard", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "per-director pricing adds up quickly; users frequently cite high cost relative to value for smaller boards"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|Convene", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Convene", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "that sophistication is wasted on most small companies"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|BoardEffect", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardEffect", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "quote-only pricing with AI features locked behind higher tiers. Often \"more platform and more cost than the need justifies\""}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|Govenda", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Govenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Diligent, BoardEffect, OnBoard, Govenda all use quote-only models."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|Board", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Board", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Board (the EPM platform): Reviewers note its strengths can \"feel like overkill.\""}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|Google Drive/Dropbox", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive/Dropbox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "these lack audit trails, granular access controls, and board-specific workflows like voting and minutes management"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|BoardPro", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "BoardPro ($165–$440/month) — simple, board-specific workflow"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|Boardable", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Boardable ($79–$329/month) — popular with small nonprofits"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|AppDeck", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "AppDeck ($299/month flat) — modern UX with real-time dashboards"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|moonshot-small|I'mBoard", "prompt": "c209-s6", "model": "moonshot-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "I'mBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "I'mBoard ($149/month flat; nonprofit discounts) — transparent pricing"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|xai-small|Diligent Boards (Diligent One platform)", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent Boards (Diligent One platform)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid or Approach with Caution: 1. Diligent Boards ... \"pricey and not favorable to small businesses\""}, {"id": "mai-20260918-0023-calibration_b|c209-s6|xai-small|Nasdaq Boardvantage", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently called out as \"enterprise bloat\" for startups/SMBs, with costs in the $20,000–$40,000+ range per year."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|xai-small|Convene", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Convene", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Other Enterprise Options (e.g., Convene for large international boards) - Why? Similar issues: $8,000–$18,000+ yearly, complex setups"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|xai-small|Boardable", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Opt for affordable, user-friendly options like **Boardable** ($99+/year)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|xai-small|BoardPro", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "BoardPro", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**BoardPro** ($199–$399/month flat)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|xai-small|Paperless Boards", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Paperless Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Paperless Boards** ($29+/month)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|xai-small|AppDeck", "prompt": "c209-s6", "model": "xai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "AppDeck", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**AppDeck** ($299/month unlimited)"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|zai-small|Excel", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Generic spreadsheets (Excel, Google Sheets) | • No built-in governance features (version control, access permissions, audit trails)."}, {"id": "mai-20260918-0023-calibration_b|c209-s6|zai-small|Google Sheets", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Generic spreadsheets (Excel, Google Sheets) | • No built-in governance features"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|zai-small|Dropbox", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "General cloud storage (Dropbox, Google Drive, OneDrive) | • Lacks board-specific governance"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|zai-small|Google Drive", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "General cloud storage (Dropbox, Google Drive, OneDrive) | • Lacks board-specific governance"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|zai-small|OneDrive", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OneDrive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "General cloud storage (Dropbox, Google Drive, OneDrive) | • Lacks board-specific governance"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|zai-small|Diligent", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade board portals with $15K–$30K+ annual pricing (e.g., Diligent, OnBoard, similar large platforms) | • Often overkill for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c209-s6|zai-small|OnBoard", "prompt": "c209-s6", "model": "zai-small", "cat": "board-and-investor-reporting", "variant": "negative", "raw": "OnBoard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "(e.g., Diligent, OnBoard, similar large platforms) | • Often overkill for small businesses with simple reporting needs."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|Fairview", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: Fairview ... purpose-built for SaaS executives ($5M–$100M+ ARR)"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|ChartMogul", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: ChartMogul ... Excellent for deeper financial modeling and cohort analysis."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|Amplitude", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Pick: Amplitude ... provides a clear \"North Star Metric\" view"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|Gainsight", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Pick: Gainsight or Totango"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|Totango", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Totango", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Top Pick: Gainsight or Totango"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|Luzmo", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Luzmo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Top Pick: Luzmo or icCube"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|icCube", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "icCube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Top Pick: Luzmo or icCube"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|Snowflake", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Build a custom layer on top of Snowflake + Looker/PowerBI"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|Looker", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For Total Control (if you have Data Engineers): Build a custom layer on top of Snowflake + Looker/PowerBI"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|alibaba-small|PowerBI", "prompt": "c211-l1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "PowerBI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Snowflake + Looker/PowerBI"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|anthropic-small|Salesforce Revenue Cloud", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Salesforce Revenue Cloud is ideal for enterprise RevOps stacks because it combines CPQ, billing, and forecasting in a single platform"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|anthropic-small|ChartMogul", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ChartMogul has been the gold standard for SaaS metrics since 2014, and it remains the most powerful option for companies with complex billing needs"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|anthropic-small|Tableau", "prompt": "c211-l1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tableau is a leading data visualization platform that allows RevOps teams to build interactive dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|challenger-small|Databox", "prompt": "c211-l1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **single-dashboard choice** in the results is **Databox**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|challenger-small|Fairview", "prompt": "c211-l1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Fairview** is the strongest pick in the results for SaaS companies at roughly **$5M–$100M ARR**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|challenger-small|Amplitude", "prompt": "c211-l1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if your company is very product-analytics heavy:** **Amplitude**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|challenger-small|Cometly", "prompt": "c211-l1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best if your core problem is RevOps attribution:** **Cometly**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|ChartMogul", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with ChartMogul as a lean option if you're earlier-stage"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Baremetrics", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "→ **ChartMogul** or **Baremetrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Mosaic", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "the strongest pairing is **Mosaic (for finance/board reporting)**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|ProfitWell (Paddle Metrics)", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free option for core SaaS metrics, but limited."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Databox", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best all-in-one KPI tracker with 100+ integrations"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Geckoboard", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for TV wallboard displays and operational team screens."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Klipfolio PowerMetrics", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Klipfolio PowerMetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Good metric catalog and governance controls."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Domo", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "plus either **Domo or Looker (for broad cross-functional BI)**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Looker (Google)", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker (Google)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Looker** for governed, consistent metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Power BI", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "or **Power BI** if you're a Microsoft-shop"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|deepseek-small|Tableau", "prompt": "c211-l1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "General BI with strong Microsoft (Power BI) or visualization (Tableau) ecosystems."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Baremetrics", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "simple out-of-the-box Stripe-only metrics tools (like Baremetrics) usually fall short"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Maxio", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need investor-grade financial metrics (ARR, NRR, GAAP Revenue) and have complex sales contracts: Choose **Maxio**."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|ChartMogul", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Clean, Out-of-the-Box Visualizations"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Amplitude", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude is the industry leader for enterprise product and digital analytics."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Pendo", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Onboarding & Customer Success"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Snowflake", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ingested into **Snowflake** or **Google BigQuery**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Google BigQuery", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ingested into **Snowflake** or **Google BigQuery**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|dbt (data build tool)", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "dbt (data build tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "uses **dbt (data build tool)** to write SQL and hard-code unified metric definitions"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Looker", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "invest in building your metrics in **Looker/Tableau** on top of your **Snowflake/BigQuery** warehouse"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Tableau", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "You visualize this unified data in **Looker**, **Tableau**, or **Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|google-small|Power BI", "prompt": "c211-l1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "You visualize this unified data in **Looker**, **Tableau**, or **Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|meta-small|Amplitude's B2B SaaS dashboard", "prompt": "c211-l1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude's B2B SaaS dashboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The search results provide several options, including Amplitude's B2B SaaS dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|meta-small|thefrontkit", "prompt": "c211-l1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "thefrontkit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "thefrontkit's Best SaaS Metrics Dashboard Templates 2026"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|meta-small|data-mania", "prompt": "c211-l1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "data-mania", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "data-mania's B2B SaaS Dashboards: The Definitive Guide for Smart"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|minimax-small|ChartMogul", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **ChartMogul** or **ScaleXP** as top choices"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|minimax-small|Baremetrics", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** offers strong value with revenue recovery and forecasting baked in"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|minimax-small|ScaleXP", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ScaleXP", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest **ChartMogul** or **ScaleXP** as top choices"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|minimax-small|ProfitWell/Paddle Retain", "prompt": "c211-l1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell/Paddle Retain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Limitations: Basic cohort analysis compared to others"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|mistral-small|Databox", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databox and ChartMogul are frequently cited as the best choices"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|mistral-small|ChartMogul", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Databox and ChartMogul are frequently cited as the best choices"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|mistral-small|Baremetrics", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option for subscription analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|mistral-small|Amplitude", "prompt": "c211-l1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers a specialized B2B SaaS metrics dashboard template"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Tableau (Salesforce)", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Best Overall: Tableau (Salesforce)**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Looker", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Primary BI:** **Tableau** or **Looker** for executive dashboards and cross-functional reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|ChartMogul", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Revenue Metrics:** **ChartMogul** integrated for accurate SaaS financial metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Microsoft Power BI", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Microsoft Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Best Value: Microsoft Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Amplitude", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Product Analytics:** **Amplitude** for user behavior and feature adoption"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Baremetrics", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Revenue metrics (MRR, ARR, churn) | ChartMogul or Baremetrics"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Mixpanel", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Product usage & adoption | Amplitude or Mixpanel"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Databox", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Self-service for non-technical users | Databox or Geckoboard"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Geckoboard", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Self-service for non-technical users | Databox or Geckoboard"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|Metabase", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Open-source / cost-conscious | Metabase or PostHog"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|moonshot-small|PostHog", "prompt": "c211-l1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Open-source / cost-conscious | Metabase or PostHog"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|openai-small|Amplitude", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best *default* choice is usually **Amplitude**"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|openai-small|Tableau", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tableau** or **Power BI** are usually better enterprise BI layers"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|openai-small|Power BI", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tableau** or **Power BI** are usually better enterprise BI layers"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|openai-small|HockeyStack", "prompt": "c211-l1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a B2B revenue analytics tool like **HockeyStack** is often more appropriate"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|Maxio (SaaSOptics + Chargify)", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio (SaaSOptics + Chargify)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Maxio** edges as a top pick for mature enterprises needing end-to-end revenue recognition and billing ops"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|ChartMogul", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "vs. analytics-only like ChartMogul/Baremetrics, which suit SMB/mid-market better"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|Fairview", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unified ARR/NRR/pipeline/burn/runway on one screen; native Salesforce/HubSpot/Stripe/NetSuite; 15-min setup"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|Grid", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Grid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "More niche for KPI-focused ops."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|Tableau", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Steeper learning curve; needs data warehouse."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|Looker (Google Cloud)", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Steeper learning curve; needs data warehouse."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|Baremetrics", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tools like Baremetrics/ProfitWell are great starters but lack enterprise depth"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|ProfitWell", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tools like Baremetrics/ProfitWell are great starters but lack enterprise depth"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|xai-small|Power BI", "prompt": "c211-l1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "BI giants (Tableau, Power BI, Looker) shine if you're building custom dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Microsoft Power BI Premium + Microsoft Fabric", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Microsoft Power BI Premium + Microsoft Fabric", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B SaaS companies: Begin with **Microsoft Power BI Premium + Microsoft Fabric** for a centralized, governed, and cost-effective executive dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Tableau + Salesforce Data Cloud (Enterprise)", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau + Salesforce Data Cloud (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If Salesforce is central: Add **Tableau + Salesforce Data Cloud** for sales and revenue storytelling"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Looker (Google Cloud)", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "and **Looker** for a governed semantic layer and self-service"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Amplitude", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "use **Amplitude** for product behavior and trial conversion analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Sisense", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Sisense", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong embedding SDK for customer-facing dashboards; governed analytics for product teams."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Omni Analytics", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Omni Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If metric consistency is a top priority: Evaluate **Omni Analytics** as an alternative or complement to Power BI or Looker."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Cometly", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-driven multi-touch attribution; ties ad spend to closed-won revenue."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|HubSpot Marketing Analytics", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "HubSpot Marketing Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ties marketing activity to contacts, deals, and closed revenue within HubSpot."}, {"id": "mai-20260918-0023-calibration_b|c211-l1|zai-small|Mixpanel", "prompt": "c211-l1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Product Behavior Layer – User actions, engagement, and trial events (e.g., Amplitude, Mixpanel, or in-house)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|alibaba-small|Maxio", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Enterprise Solution: **Maxio**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|alibaba-small|ChartMogul", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"Metric Layer\" Tool: **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|alibaba-small|Discern", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Strategic Planning Tool: **Discern**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|alibaba-small|dbt", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you would build a **\"Metrics Layer\"** using **dbt** and visualize it in **Looker** or **Microsoft Fabric**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|alibaba-small|Looker", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "visualize it in **Looker** or **Microsoft Fabric**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|alibaba-small|Microsoft Fabric", "prompt": "c211-l2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Microsoft Fabric", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "visualize it in **Looker** or **Microsoft Fabric**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|anthropic-small|Zuora", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zuora provides enterprise-scale ASC 606 and IFRS 15 compliance ... targets large enterprises with complex subscription models."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|anthropic-small|Salesforce Revenue Cloud", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Salesforce Revenue Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CRM-native analytics (Salesforce Revenue Cloud)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|anthropic-small|Maxio", "prompt": "c211-l2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Maxio delivers all-in-one B2B SaaS capabilities for ARR, MRR, churn, and cohort reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|challenger-small|Maxio", "prompt": "c211-l2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Maxio** as the default ARR analytics tool"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|challenger-small|ChartMogul Enterprise", "prompt": "c211-l2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **ChartMogul Enterprise** as a strong alternative"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|challenger-small|Looker/Snowflake/dbt", "prompt": "c211-l2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker/Snowflake/dbt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Looker/Snowflake/dbt** for company-wide BI"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|challenger-small|Younium", "prompt": "c211-l2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Younium** is also a credible enterprise option"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|ChartMogul", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Those lightweight ARR tools generally start to break down or become just a data source here."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Baremetrics", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "excellent but are built for subscription businesses feeding on billing APIs"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|ProfitWell/Paddle Metrics", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell/Paddle Metrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Those lightweight ARR tools generally start to break down or become just a data source here."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Fincome", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Fincome", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "even **Fincome** are excellent but are built for subscription businesses"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Anaplan", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the most widely deployed \"connected planning\" platform"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Oracle Cloud EPM", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Oracle Cloud EPM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "top-tier enterprise picks"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|OneStream", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "OneStream", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if consolidation/close rigor is your center of gravity"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|SAP Analytics Cloud", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "SAP Analytics Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ideal if you're already an SAP/S4HANA shop"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Salesforce Revenue Cloud (Agentforce Revenue Management)", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Salesforce Revenue Cloud (Agentforce Revenue Management)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "it would be **Salesforce Revenue Cloud with Tableau analytics**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Tableau", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "it would be **Salesforce Revenue Cloud with Tableau analytics**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Power BI", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "paired with **Tableau, Power BI, or Looker (on a data warehouse) for ARR analytics and reporting**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|deepseek-small|Looker", "prompt": "c211-l2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Looker (especially with Snowflake + dbt) ... give finance/RevOps a governed, real-time view"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Baremetrics", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard out-of-the-box SaaS analytics tools (like Baremetrics or ProfitWell) that work well for SMBs usually fall short at this scale."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|ProfitWell", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard out-of-the-box SaaS analytics tools (like Baremetrics or ProfitWell) that work well for SMBs usually fall short at this scale."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Pigment", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Pigment", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Pigment (Highly Recommended):** Pigment has quickly become the go-to alternative to legacy systems for enterprise FP&A and RevOps."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Anaplan", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The traditional giant of enterprise connected planning... a dedicated planning Center of Excellence (CoE) to manage the tool's complexity."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Zuora", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The undisputed market leader for Fortune 2000 subscription management and complex contract structures."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Ordway", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ordway or Maxio: Strong alternatives if you have complex, usage-based contract structures"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Maxio", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Ordway or Maxio: Strong alternatives if you have complex, usage-based contract structures"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Clari", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Clari is the gold standard for enterprise sales forecasting."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Snowflake", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Snowflake** or **Google BigQuery** (Data Warehouse) + **Fivetran** (Ingestion) + **dbt"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Google BigQuery", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Google BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Snowflake** or **Google BigQuery** (Data Warehouse)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Fivetran", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Fivetran", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Fivetran** (Ingestion)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|dbt (Data Build Tool)", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "dbt (Data Build Tool)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**dbt (Data Build Tool)** (Transformation)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Tableau", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Tableau, Looker, or Power BI** (Visualization)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Looker", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Tableau, Looker, or Power BI** (Visualization)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|google-small|Power BI", "prompt": "c211-l2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Tableau, Looker, or Power BI** (Visualization)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|meta-small|ChartMogul", "prompt": "c211-l2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include:\n\n1. ChartMogul: A revenue analytics tool that provides cohort-level MRR, ARR, churn"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|meta-small|Baremetrics", "prompt": "c211-l2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Baremetrics: A revenue analytics tool that provides ARR, MRR, churn, LTV, and other key metrics."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|meta-small|ARRGuide", "prompt": "c211-l2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ARRGuide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "ARRGuide: A SaaS ARR tracker and retention dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|meta-small|ScaleXP", "prompt": "c211-l2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ScaleXP: A SaaS metrics software that connects CRM, billing, Xero, and QuickBooks Online data to automate over 30 SaaS KPIs"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|minimax-small|Zuora", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Zuora", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Zuora** if you need maximum complexity handling and have the budget for enterprise-scale implementation"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|minimax-small|Maxio", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "if you want faster time-to-value and stronger focus on SaaS metrics analytics, **Maxio** would be the better choice"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|minimax-small|TekStack", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TekStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TekStack** (Recommended for $7M-10M+ ARR) - Purpose-built for scaling SaaS companies"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|minimax-small|Ordway", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ordway**: Strong ARR reporting software with detailed revenue dynamics tracking"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|minimax-small|Chargebee", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Good mid-market option with fast implementation (if scaling down from enterprise needs)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|minimax-small|Hyperline", "prompt": "c211-l2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Hyperline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Hyperline**: Modern platform with full quote-to-cash coverage"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|mistral-small|ChartMogul (Scale Plan)", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul (Scale Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul (Scale)** is the most purpose-built and widely recommended ARR analytics tool"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|mistral-small|Looker (Google Cloud)", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have a mature data stack, **Looker or Snowflake + dbt** offers unmatched flexibility."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|mistral-small|Snowflake", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Looker or Snowflake combined with dbt (data build tool) provides maximum flexibility and scalability"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|mistral-small|dbt", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Snowflake combined with dbt (data build tool) provides maximum flexibility and scalability"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|mistral-small|Amplitude", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amplitude is a leading product analytics platform that can track ARR at the user or account level"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|mistral-small|Salesforce (with Revenue Cloud)", "prompt": "c211-l2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Salesforce (with Revenue Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you're deeply embedded in the Salesforce ecosystem, **Salesforce Revenue Cloud** is a strong choice."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|moonshot-small|Maxio", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start by evaluating **Maxio** if your billing and RevOps are fragmented across tools"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|moonshot-small|NetSuite + Subscription Metrics (or R3S SuiteApp)", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "NetSuite + Subscription Metrics (or R3S SuiteApp)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best ERP-Centric Approach"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|moonshot-small|R3S SuiteApp", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "R3S SuiteApp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the R3S SuiteApp adds deep ARR movement analysis and cohort reporting natively inside NetSuite"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|moonshot-small|ChartMogul", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ChartMogul is the category leader for data accuracy and usability"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|moonshot-small|Planful", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Planful", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "building on a **full FP&A stack** (Planful, Anaplan, or similar)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|moonshot-small|Anaplan", "prompt": "c211-l2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "building on a **full FP&A stack** (Planful, Anaplan, or similar)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|openai-small|Totango", "prompt": "c211-l2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Totango", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Totango** if your main need is **ARR/revenue analytics tied to customer success, renewals, upsell, and account-level visibility**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|openai-small|ChurnZero", "prompt": "c211-l2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChurnZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChurnZero** is also a strong enterprise option"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|xai-small|ChartMogul", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ChartMogul as the top ARR analytics tool."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|xai-small|Maxio", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Maxio (formerly Chargify + SaaS Metrics)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|xai-small|Baremetrics", "prompt": "c211-l2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid smaller tools like Baremetrics for your scale—they suit <$10M ARR."}, {"id": "mai-20260918-0023-calibration_b|c211-l2|zai-small|Maxio", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Maxio** (formerly SaaSOptics)"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|zai-small|TekStack", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TekStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: **TekStack**"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|zai-small|ChartMogul", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may not scale as well as Maxio/TekStack for very large organizations"}, {"id": "mai-20260918-0023-calibration_b|c211-l2|zai-small|ScaleXP", "prompt": "c211-l2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ScaleXP:** Finance-focused, connects CRM, billing, and accounting data to automate 30+ SaaS KPIs"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|alibaba-small|Clari", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Clari", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your biggest problem is \"Sales isn't telling the truth\": Choose **Clari**."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|alibaba-small|Anaplan", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Anaplan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anaplan is the gold standard for large-scale financial planning."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|alibaba-small|Mosaic", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Mosaic** or **Anaplan**."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|alibaba-small|Domo", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your biggest problem is \"I just want to see everything on one screen easily\": Choose **Domo**."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|alibaba-small|ChartMogul", "prompt": "c211-l3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Accurate calculation of MRR/ARR and Churn."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|ChartMogul", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**ChartMogul** is a subscription analytics platform that aggregates billing data to provide clear visibility into MRR, churn, customer lifetime value"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Baremetrics", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Baremetrics is designed especially for companies using Stripe, Braintree, Google Play, or the App Store"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Amplitude", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amplitude is the benchmark product analytics platform for SaaS companies"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Mixpanel", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mixpanel is a powerful SaaS analytics tool focused on user-centric insights"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Cometly", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cometly is a marketing attribution platform that connects your ad platforms, CRM, and website"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|GoodData", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "GoodData", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GoodData, Looker, Tableau Cloud, Microsoft Power BI, Metabase, Qlik Cloud, Omni, Luzmo, Qrvey, and Sigma are compared for embedded analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Looker", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Business intelligence dashboards like Tableau and Looker visualize data from any company source"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Tableau Cloud", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "GoodData, Looker, Tableau Cloud, Microsoft Power BI, Metabase, Qlik Cloud, Omni, Luzmo, Qrvey, and Sigma are compared"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Microsoft Power BI", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Microsoft Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Microsoft Power BI, Metabase, Qlik Cloud, Omni, Luzmo, Qrvey, and Sigma are compared for embedded analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Metabase", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Metabase, Qlik Cloud, Omni, Luzmo, Qrvey, and Sigma are compared for embedded analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Qlik Cloud", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Qlik Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Qlik Cloud, Omni, Luzmo, Qrvey, and Sigma are compared for embedded analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Omni", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Omni", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Omni, Luzmo, Qrvey, and Sigma are compared for embedded analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Luzmo", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Luzmo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Luzmo, Qrvey, and Sigma are compared for embedded analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Qrvey", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Qrvey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Qrvey, and Sigma are compared for embedded analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|Sigma", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "Sigma are compared for embedded analytics, multitenancy, AI governance, and monetization capabilities"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|anthropic-small|CloudFuze Manage", "prompt": "c211-l3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "CloudFuze Manage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "CloudFuze Manage is one of the best tools that brings key SaaS metrics into a single dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|ChartMogul", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for subscription metrics:** **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Baremetrics", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for fast Stripe-based revenue reporting:** **Baremetrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Amplitude", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for product analytics at scale:** **Amplitude**"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Mixpanel", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mixpanel is often chosen for **fast event analytics** and self-serve querying"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Power BI", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for governed enterprise reporting:** **Looker** or **Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Tableau", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tableau is strongest for flexible visualization"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Looker", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best for governed enterprise reporting:** **Looker** or **Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|ProfitWell / Paddle Metrics", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Core SaaS metrics with low cost"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Heap", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Retroactive analysis without heavy instrumentation"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Pendo", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Combines analytics with product guidance and in-app messaging"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|challenger-small|Databox", "prompt": "c211-l3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best for cross-source dashboards:** **Databox**"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|ChartMogul", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **ChartMogul** for multi-billing-source complexity"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|Baremetrics", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Baremetrics** for clean Stripe-native reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|ProfitWell Metrics (now part of Paddle)", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (now part of Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProfitWell/Paddle** if you're budget-constrained"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|Maxio", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Maxio** only if you need full billing/fin-ops and audit-grade revenue recognition... Requires an implementation project (weeks)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|Amplitude", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Pick **Amplitude** for scale and experimentation... The default for mature product teams"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|Mixpanel", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Mixpanel** for speed and CRM/ABM integration"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|Heap", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Heap** if you lack instrumentation resources"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|Pendo", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Pendo** if you want in-app guidance bundled in"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|deepseek-small|PostHog", "prompt": "c211-l3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**PostHog** if you're engineering-led or want open-source control"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|google-small|Zuora", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Zuora or NetSuite/Sage Intacct if you are preparing for an IPO... The Catch: It requires significant engineering resources to maintain, high licensing costs"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|google-small|Maxio", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The mid-market to enterprise gold standard for sales-led B2B SaaS"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|google-small|Subscript", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Subscript", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Maxio or Subscript if you are a fast-growing, sales-led B2B SaaS with complex contracts"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|google-small|ChartMogul", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose ChartMogul if your core priority is product-led growth"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Product-Led Growth (PLG) enterprises, self-serve SaaS, and companies prioritizing payment recovery (dunning)."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|google-small|NetSuite (SuiteBilling & NetSuite Subscription Metrics) / Sage Intacct", "prompt": "c211-l3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "NetSuite (SuiteBilling & NetSuite Subscription Metrics) / Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Pre-IPO or public SaaS enterprises where SaaS metrics must tie out with 100% precision to audited GAAP financial statements."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|meta-small|ChartMogul", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul is best for subscription revenue analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|meta-small|Baremetrics", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics is best for SaaS-specific financial reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|meta-small|ProfitWell", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProfitWell is the best free option for core SaaS metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|meta-small|Databox", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox is the best all-in-one dashboard for teams pulling data from 100+ sources"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|meta-small|Amplitude", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Amplitude is best for product analytics at scale"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|meta-small|PostHog", "prompt": "c211-l3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "PostHog is the best free alternative for product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|ChartMogul", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "most organizations use a **stack combination**—revenue analytics (ChartMogul) for finance + product analytics (Amplitude) for product teams"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|Baremetrics", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Series A ($1-10M ARR)** | Baremetrics or ChartMogul"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|ProfitWell/Paddle Retain", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell/Paddle Retain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pre-revenue/Seed** | ProfitWell (free)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|Amplitude", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "product analytics (Amplitude) for product teams"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|Mixpanel", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mixpanel** | Event-driven analytics | ~$999/mo"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|Heap", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Heap** | Auto-capture needs | ~$600/mo"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|PostHog", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**PostHog** | Self-hosted/control | Free + $450/mo"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|Pendo", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Enterprise** | Pendo + Amplitude + dedicated BI"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|Hotjar", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Hotjar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Hotjar** | Website behavior | ~$32/mo | Heatmaps"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|FullStory", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "behavioral tools (FullStory) for UX optimization"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|minimax-small|SaaSGrid", "prompt": "c211-l3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Startup-focused**: ProfitWell, SaaSGrid (free tiers)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|mistral-small|ChartMogul", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the gold standard for subscription analytics, trusted by finance teams for a single source of truth."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|mistral-small|Baremetrics", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Polished UX and strong focus on SaaS metrics, making it popular for mid-market to enterprise SaaS companies."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|mistral-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option, ideal for early-stage or lean teams that need reliable metrics without upfront cost."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|mistral-small|Databox", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams that need to unify metrics from multiple systems and departments."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|mistral-small|Amplitude", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Leader in product analytics, not just financial metrics."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|mistral-small|Power BI", "prompt": "c211-l3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best value for teams already using Microsoft products."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|ChartMogul", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **ChartMogul** 🏆\n- **Best for:** Overall SaaS reporting and advanced analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Baremetrics", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Actionable revenue recovery and financial forecasting"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|ProfitWell (by Paddle)", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Weakness:** Less enterprise-focused features; acquired by Paddle"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Zylo", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Zylo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Large enterprises managing SaaS spend and renewals"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Clari", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**ChartMogul** or **Clari** for revenue operations"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Amplitude", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Product analytics at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Productiv", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Productiv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Zylo** or **Productiv** for SaaS spend management"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Mixpanel", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Amplitude** or **Mixpanel** for product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Databox", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Databox** or **Power BI** for cross-source business intelligence"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Power BI", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Databox** or **Power BI** for cross-source business intelligence"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|moonshot-small|Tableau", "prompt": "c211-l3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "business intelligence (Tableau/Power BI) for complete visibility"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|openai-small|Amplitude", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Amplitude** if you want the strongest all-around **product analytics platform** with experimentation and enterprise governance."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|openai-small|Mixpanel", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Mixpanel** if you want **fast, flexible analysis** and metric exploration for growth/product teams."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|openai-small|Datadog Product Analytics / Metrics", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Datadog Product Analytics / Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Datadog is not primarily a classic product analytics suite; it's strongest when your \"metrics\" need to live next to **infra/app observability**."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|openai-small|Pendo", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Pendo** if your priority is **adoption and onboarding via in-app experiences**."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|openai-small|Heap", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Heap** if you want **autocapture** and lower instrumentation effort."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|openai-small|PostHog", "prompt": "c211-l3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose PostHog** if you want **open-source, self-hostable, engineering-first control**."}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|ChartMogul", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** (Top for subscription revenue analytics)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|Baremetrics", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** (Stripe-focused revenue analytics) ... best for Stripe-heavy enterprises, but limited multi-billing"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Entry-level for enterprises; pairs with Paddle billing; lacks depth in custom cohorts vs. ChartMogul"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|Amplitude", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Amplitude** (Top for enterprise product analytics)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|Mixpanel", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mixpanel** (Strong product analytics alternative)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|Pendo", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pendo** (Product experience + adoption) ... Multi-product support"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|Databox", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Databox** (Cross-source KPI dashboards)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|Power BI", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Power BI** (BI for Microsoft ecosystems, custom queries at low cost)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|xai-small|Heap/PostHog", "prompt": "c211-l3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap/PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notables: **Heap/PostHog** (retroactive analytics, open-source option)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Amplitude", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Amplitude** | Deep behavioral modeling, advanced cohort analysis, predictive churn"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Mixpanel", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Mixpanel** | Intuitive event‑based funnels, cohort retention, user segmentation"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|PostHog", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**PostHog** | Open‑source, self‑hostable, GDPR‑compliant, event‑driven analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Heap", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Heap** | Automatic event capture (no code), rich replay, session replay, funnel analysis"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Pendo", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Pendo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pendo** | In‑app onboarding, feature adoption, in‑product feedback"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|GA4", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "GA4", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**GA4** | Web‑first attribution, free integration with Google Ads"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|ChartMogul", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ChartMogul** | Native Stripe/Paddle integration, invoice‑level detail, churn analysis"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Baremetrics", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Baremetrics** | Real‑time Stripe sync, churn heatmaps, LTV & CAC dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Core SaaS metrics (MRR, churn, LTV) free; deep integration with Paddle’s billing"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Maxio", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Maxio** | Multi‑provider billing aggregation (Stripe, Paddle, Chargebee, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Databox", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Databox** | Connects 100+ data sources (revenue, marketing, product), governed metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Geckoboard", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Geckoboard** | Visual KPI boards, drag‑and‑drop widgets, Slack/email alerts"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Looker Studio", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Looker Studio (free)** | Google‑centric data connectors, custom dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Power BI", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Power BI** | Deep integration with Microsoft stack (Azure, Excel)"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|GoodData", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "GoodData", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**GoodData** | Cloud‑native analytics platform, multi‑tenant data isolation, embedded analytics SDKs"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Tableau Cloud", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Tableau Cloud** | Rich visualization, enterprise‑grade security, governance"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Qlik Cloud", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Qlik Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "**Qlik Cloud** | Associative engine, AI‑powered “Qlik Sense AutoML”"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Looker (Google Cloud)", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker (Google Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Looker (Google Cloud)** | Embedded analytics, LookML for governed modeling"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Metabase", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Metabase** | Open‑source, self‑hostable, simple SQL‑driven dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l3|zai-small|Mitzu", "prompt": "c211-l3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mitzu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 20, "ev": "**Mitzu** | Native to data warehouses (Snowflake, BigQuery, Redshift, Databricks), no ETL needed"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|alibaba-small|Salesforce", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Standard revenue-tracking dashboards (like Salesforce or HubSpot) focus on growth"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|alibaba-small|HubSpot", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Standard revenue-tracking dashboards (like Salesforce or HubSpot) focus on growth"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|alibaba-small|Blitzllama", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Blitzllama", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you can only pick one tool for \"Predictability\": Start with Blitzllama."}, {"id": "mai-20260918-0023-calibration_b|c211-l4|alibaba-small|Torii", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Torii", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Eliminating Waste (Shelfware): **Torii**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|alibaba-small|Coupa", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coupa is a massive spend management suite"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|alibaba-small|Tiger Technology", "prompt": "c211-l4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tiger Technology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tiger is a more SaaS-focused alternative"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|anthropic-small|CloudFuze Manage", "prompt": "c211-l4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "CloudFuze Manage", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**CloudFuze Manage** appears to be the most purpose-built solution, as it specifically focuses on cost optimization and license management at enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c211-l4|anthropic-small|Geckoboard", "prompt": "c211-l4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Geckoboard is a live dashboard tool built for SaaS teams ... It's particularly strong for tracking recurring revenue and financial health across large user bases."}, {"id": "mai-20260918-0023-calibration_b|c211-l4|challenger-small|Metabase", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit is usually a **self-hosted BI/dashboard stack like Metabase or Grafana**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|challenger-small|Grafana", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest fit is usually a **self-hosted BI/dashboard stack like Metabase or Grafana**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|challenger-small|Databox", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Databox** is a strong all-in-one option for KPI dashboards, but its pricing is still subscription-based rather than truly cost-predictable"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|challenger-small|ChartMogul", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better for MRR/churn analysis, but they are optimized for revenue metrics rather than broad company-wide dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|challenger-small|Baremetrics", "prompt": "c211-l4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for subscription-revenue metrics:** **ChartMogul** or **Baremetrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Power BI", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Options to avoid for your requirement- **Power BI / Tableau / Looker** — per-seat"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Tableau", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Options to avoid for your requirement- **Power BI / Tableau / Looker** — per-seat"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Looker", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Looker actually the most expensive at ~$69K+/yr plus per-seat"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Basedash", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Basedash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Basedash — best overall for your use case"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|GoodData", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "GoodData", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I'd shortlist **Basedash** ... and **GoodData** (explicitly \"unlimited users\" per-workspace model)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Metabase", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Cloud plans charge **per named user** ... so thousands of users gets expensive"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Embeddable", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Embeddable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "fixed flat pricing (good if dashboards are embedded in your product)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Sisense", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Sisense", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Options to avoid ... **Sisense / Sigma** — no published pricing"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|deepseek-small|Sigma", "prompt": "c211-l4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Sigma", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Options to avoid ... **Sisense / Sigma** — no published pricing"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|google-small|ChartMogul", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Why it's the best: ChartMogul is the industry standard for tracking subscription analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|google-small|Baremetrics", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Like ChartMogul, Baremetrics is a native subscription analytics platform"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|google-small|Power BI Premium (Capacity-Based Pricing)", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI Premium (Capacity-Based Pricing)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "To build an internal enterprise dashboard system for thousands of employees, use Power BI Premium (Capacity)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|google-small|Metabase (Self-Hosted / Open Source)", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase (Self-Hosted / Open Source)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The self-hosted Open Source edition is completely free and supports unlimited users"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|google-small|Domo", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Domo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Domo bypasses seat-based licensing altogether in favor of consumption-based pricing (credits)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|google-small|Embeddable", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Embeddable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Embeddable is a modern developer-first toolkit designed to build highly customized, native-looking dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|google-small|Qrvey", "prompt": "c211-l4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Qrvey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Qrvey uses a flat-rate, edition-based pricing model rather than charging per seat"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|ChartMogul", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "some top picks include:\n\n1. ChartMogul: A popular choice for subscription analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|ProfitWell", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "To get started, you can sign up for ProfitWell (free) and set up Looker Studio for a custom dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|Taskade Genesis", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A free tool with a Pro plan starting at $10/mo for 10 seats, offering live dashboards, AI agents"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|Databox", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A tool that offers a range of pricing plans, including a free tier and a Professional plan starting at $99/month"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|Looker Studio", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "set up Looker Studio for a custom dashboard, which can be done in 2 hours and costs $0"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|PostHog", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "can range from $0 (ProfitWell + Looker Studio + PostHog)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|Amplitude Plus", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Amplitude Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$500/month (ChartMogul Pro + Databox Professional + Amplitude Plus)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|meta-small|Geckoboard", "prompt": "c211-l4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "add Geckoboard ($39/mo) for a team KPI display"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|minimax-small|Taskade Genesis Pro", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis Pro", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Taskade at $10/month may be too limited for large enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|minimax-small|Basedash", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Basedash", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Basedash** at $1,000/month would be most appropriate as it offers enterprise features with predictable flat-rate pricing"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|minimax-small|Dashrendr", "prompt": "c211-l4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Dashrendr", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Simplest Flat-Rate Option) ... Zero per-user costs"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|mistral-small|ChartMogul", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul (for revenue metrics) and Geckoboard or Looker Studio (for KPI dashboards) are the most reliable choices"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|mistral-small|Baremetrics", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** and **Baremetrics** are top picks for revenue analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|mistral-small|Geckoboard", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Geckoboard or Looker Studio (for KPI dashboards) are the most reliable choices for large companies"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|mistral-small|Looker Studio", "prompt": "c211-l4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Geckoboard** and **Looker Studio** are recommended for unified KPI dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|moonshot-small|Microsoft Power BI (Fabric Capacity)", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Microsoft Power BI (Fabric Capacity)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Primary choice**: **Microsoft Power BI with Fabric F64+ capacity** - flat monthly fee, unlimited viewers, enterprise-grade governance"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|moonshot-small|Grafana", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Grafana", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Budget-conscious alternative**: **Grafana self-hosted** - free licensing, pay only for infrastructure"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|moonshot-small|Sisense", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Sisense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If avoiding Microsoft**: **Sisense** (now with transparent pricing)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|moonshot-small|GoodData", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "GoodData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**GoodData** (flat workspace pricing)"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|moonshot-small|Domo", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Domo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Quote-based | Custom | Offers unlimited users; consumption-based after trial"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|moonshot-small|Looker", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Quote-based | $50K-$150K+/year | Semantic layer approach; best for metric governance"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|moonshot-small|Tableau", "prompt": "c211-l4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**avoid per-user pricing models** (Tableau, Power BI Pro, etc.) when scaling to thousands of users"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|openai-small|Tableau Cloud", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau Cloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable cost at scale:** **Tableau Cloud capacity-based pricing**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|openai-small|Power BI", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're Microsoft-first:** **Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|openai-small|Mixpanel", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you need product analytics, not BI:** **Mixpanel**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|openai-small|DataBrain", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "DataBrain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for embedded SaaS customer dashboards:** **DataBrain** or **Luzmo**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|openai-small|Luzmo", "prompt": "c211-l4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Luzmo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for embedded SaaS customer dashboards:** **DataBrain** or **Luzmo**"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|Microsoft Power BI", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Microsoft Power BI", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Microsoft Power BI (with Fabric Capacity or Premium Per Capacity) stands out as the best fit"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|Tableau (Salesforce)", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau (Salesforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rich visuals for SaaS metrics; less predictable without negotiation."}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|Maxio (formerly SaaSOptics)", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for SaaS revenue ops (MRR/churn mastery)."}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|Databox", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ARR/MRR-based scaling makes them unpredictable at enterprise volumes"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|ChartMogul", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "ARR/MRR-based scaling makes them unpredictable at enterprise volumes"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|GoodData", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "GoodData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flat-rate BI (~$1K-3K/mo) emphasized for multi-tenant/embedded SaaS analytics, avoiding per-user traps."}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|Helical Insight", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Helical Insight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Flat-rate BI (~$1K-3K/mo) emphasized for multi-tenant/embedded SaaS analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|xai-small|ProfitWell", "prompt": "c211-l4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ProfitWell (free core) | But add-ons scale | Free + variable"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|zai-small|Taskade Genesis", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Taskade Genesis ... Best overall for predictable cost at scale"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|zai-small|Flexera One SaaS Management", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Flexera One SaaS Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-Up: Flexera One SaaS Management — Best for spend visibility, governance, and license optimization"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|zai-small|Power BI", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These are excellent for deep analytics but tend to be per-seat or consumption-based, which can make cost prediction harder at scale."}, {"id": "mai-20260918-0023-calibration_b|c211-l4|zai-small|Tableau", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tend to be **per‑seat or consumption‑based**, which can make cost prediction harder at scale"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|zai-small|Looker", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "tend to be **per‑seat or consumption‑based**, which can make cost prediction harder at scale"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|zai-small|Chargebee / ChartMogul", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Chargebee / ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Revenue analytics tied directly to billing systems | Usage-based or tiered, often hundreds/month at scale"}, {"id": "mai-20260918-0023-calibration_b|c211-l4|zai-small|Withorb", "prompt": "c211-l4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Withorb", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pricing analytics, churn prediction, renewal forecasting | Custom pricing, typically enterprise contracts"}, {"id": "mai-20260918-0023-calibration_b|c211-l5|meta-small|ServiceNow's SaaS Overview Dashboard", "prompt": "c211-l5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ServiceNow's SaaS Overview Dashboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some recommended SaaS metrics dashboards include: 1. **ServiceNow's SaaS Overview Dashboard**: Provides insights into active subscriptions, unused licenses, potential savings"}, {"id": "mai-20260918-0023-calibration_b|c211-l5|meta-small|Klipfolio's SaaS Dashboard", "prompt": "c211-l5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Klipfolio's SaaS Dashboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers real-time visibility into revenue, retention, acquisition, and growth metrics."}, {"id": "mai-20260918-0023-calibration_b|c211-l5|meta-small|Torii's SaaS Management Platform", "prompt": "c211-l5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Torii's SaaS Management Platform", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Helps manage SaaS applications, including cataloging subscriptions, tracking real-time usage, and tying spend to actual value."}, {"id": "mai-20260918-0023-calibration_b|c211-l5|xai-small|Tableau", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Check internal tools (e.g., Tableau, Looker, Datadog) first."}, {"id": "mai-20260918-0023-calibration_b|c211-l5|xai-small|Looker", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Check internal tools (e.g., Tableau, Looker, Datadog) first."}, {"id": "mai-20260918-0023-calibration_b|c211-l5|xai-small|Datadog", "prompt": "c211-l5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Datadog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Check internal tools (e.g., Tableau, Looker, Datadog) first."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Baremetrics", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "specific categories of SaaS metrics tools you should avoid or approach with extreme caution ... SMB-Focused Subscription Trackers (e.g., Baremetrics, ProfitWell/Stripe Metrics, ChartMogul)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|ProfitWell/Stripe Metrics", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell/Stripe Metrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "for a large enterprise, they often become liabilities"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|ChartMogul", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Using these tools for Board/Finance reporting will result in reconciliation errors that auditors cannot accept."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Amplitude", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Pure Product Analytics Used as Financial Proxies (e.g., Amplitude, Mixpanel, Heap) ... these are dangerous to rely on for *business health* or *revenue metrics*"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Mixpanel", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "these are dangerous to rely on for *business health* or *revenue metrics*"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Heap", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "these are dangerous to rely on for *business health* or *revenue metrics*"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Snowflake", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Transformation Layer (Data Warehouse): Use **Snowflake**, **BigQuery**, or **Databricks**."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|BigQuery", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "BigQuery", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **Snowflake**, **BigQuery**, or **Databricks**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Databricks", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databricks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Use **Snowflake**, **BigQuery**, or **Databricks**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|dbt", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Build your logic here using **dbt**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Clari", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Clari", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use enterprise-grade tools like **Clari** (for pipeline)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Fairview", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "**Fairview** or **Mosaic** (for unifying revenue/product/CS data)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Mosaic", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "**Fairview** or **Mosaic** (for unifying revenue/product/CS data)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|alibaba-small|Looker/Tableau", "prompt": "c211-l6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker/Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "or **Looker/Tableau** (for visualization)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Spreadsheets", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Spreadsheets as the primary system of record — ... a poor primary choice for large-enterprise SaaS metrics."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Google Analytics 4", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Google Analytics 4 as the main product metrics platform — ... it should usually be a companion rather than the core SaaS metrics system."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Databox", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools like Databox or Klipfolio can work well for cloud-app dashboards, but enterprise reporting usually needs stronger governance"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Klipfolio", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Klipfolio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tools like Databox or Klipfolio can work well for cloud-app dashboards, but enterprise reporting usually needs stronger governance"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|ChartMogul Enterprise", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "should move toward enterprise-grade options such as ChartMogul Enterprise, Amplitude Enterprise, Power BI, Tableau, or Maxio"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Amplitude Enterprise", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "enterprise-grade options such as ChartMogul Enterprise, Amplitude Enterprise, Power BI, Tableau, or Maxio"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Power BI", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "enterprise-grade options such as ChartMogul Enterprise, Amplitude Enterprise, Power BI, Tableau, or Maxio"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Tableau", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "enterprise-grade options such as ChartMogul Enterprise, Amplitude Enterprise, Power BI, Tableau, or Maxio"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|challenger-small|Maxio", "prompt": "c211-l6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "enterprise-grade options such as ChartMogul Enterprise, Amplitude Enterprise, Power BI, Tableau, or Maxio"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|Baremetrics", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious about **Baremetrics, ProfitWell, and (to a lesser degree) ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|ProfitWell", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Independence problem — ProfitWell's roadmap is now Paddle's roadmap"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|ChartMogul", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(to a lesser degree) ChartMogul ... Not a finance/rev-rec system"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|Maxio", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Maxio** (Chargify + SaaSOptics) — built for ARR rollup with custom contract terms, revenue recognition, and finance controls."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|Zuora", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "enterprise-grade, handles complex catalogs, audit-friendly rev-rec (ASC 606/IFRS 15), and deep ERP integration. Heavy but purpose-built for enterprise."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|Chargebee", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Chargebee** with RevRec ... for finance-reviewed SaaS KPI layers"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|Subscript", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Subscript", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Subscript**, or **ScaleXP** for finance-reviewed SaaS KPI layers"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|deepseek-small|ScaleXP", "prompt": "c211-l6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Subscript**, or **ScaleXP** for finance-reviewed SaaS KPI layers"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Baremetrics", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Notable Examples: Baremetrics, ProfitWell (free tier)... Why enterprises should avoid/be cautious"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|ProfitWell", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Baremetrics, ProfitWell (free tier), and basic out-of-the-box setups of simple dashboard tools"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Stripe Billing/Analytics native reports", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Billing/Analytics native reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Why enterprises should be cautious: They lack context"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Chargebee", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Chargebee, or Recurly native dashboards... Why enterprises should be cautious"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Recurly", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Recurly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Chargebee, or Recurly native dashboards... Why enterprises should be cautious"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|NetSuite SuiteBilling", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "NetSuite SuiteBilling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Why enterprises should be cautious: Historically backward-looking (lagging indicators)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|SAP native revenue reports", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "SAP native revenue reports", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Why enterprises should be cautious: Historically backward-looking"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Microsoft Dynamics financial modules", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Microsoft Dynamics financial modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Why enterprises should be cautious: Terrible Operational SaaS UX"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Tableau", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Building all SaaS metric dashboards from scratch in Tableau, PowerBI, or Looker without a shared data pipeline"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|PowerBI", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "from scratch in Tableau, PowerBI, or Looker without a shared data pipeline"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Looker", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "from scratch in Tableau, PowerBI, or Looker without a shared data pipeline"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Zuora", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Enterprise Revenue Subledgers (e.g., Zuora, Ordway, Maxio)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Ordway", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Ordway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Enterprise Revenue Subledgers (e.g., Zuora, Ordway, Maxio)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Maxio", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Enterprise Revenue Subledgers (e.g., Zuora, Ordway, Maxio)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|dbt", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use a tool like dbt to establish a single, governed semantic layer"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|ChartMogul", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 16, "ev": "only opt for those with enterprise-tier capabilities that can ingest raw warehouse data directly (such as ChartMogul’s Enterprise tier with Data Pipeline support)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|google-small|Gainsight", "prompt": "c211-l6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Gainsight", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "dedicated Customer Success platforms (like Gainsight) that bridge product usage with financial data"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|meta-small|ProfitWell", "prompt": "c211-l6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "ProfitWell (free for Stripe-only, but may not be suitable for complex billing systems)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|meta-small|Baremetrics", "prompt": "c211-l6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Baremetrics ($129/mo, may be too expensive for large enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|meta-small|ChartMogul", "prompt": "c211-l6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "ChartMogul ($129/mo, may be too expensive for large enterprises, but provides accurate non-Stripe revenue metrics)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|Baremetrics", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Metric discrepancies: Users frequently report that Baremetrics' numbers don't always tie back to Stripe"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|ChartMogul", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Data accuracy issues: Persistent complaints about metric discrepancies against source billing systems"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Independence concerns: Now part of Paddle... Limited enterprise features: Best for companies under $50K MRR"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|Databox", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Surface-level analysis... Not purpose-built for SaaS"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|Looker", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ChartMogul Enterprise, or custom BI (Looker, Tableau, Power BI)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|Tableau", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "custom BI (Looker, Tableau, Power BI)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|Power BI", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "custom BI (Looker, Tableau, Power BI)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|Amplitude", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Product analytics | Amplitude, Mixpanel, or PostHog (enterprise tiers)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|Mixpanel", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Amplitude, Mixpanel, or PostHog (enterprise tiers)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|minimax-small|PostHog", "prompt": "c211-l6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Amplitude, Mixpanel, or PostHog (enterprise tiers)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Databox", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Lightweight KPI Dashboards (Databox, Geckoboard) ... Limited data customization and transformation"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Geckoboard", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Geckoboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Built for \"TV on the wall\" visibility, not deep analytical workloads"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|ChartMogul", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Point Solution Revenue Tools (ChartMogul, Baremetrics) ... Fixed-dashboard limitations"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Baremetrics", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "These tools compute 4 of 5 essential SaaS metrics but cannot compute activation"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Mixpanel", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Product Analytics Tools Used in Isolation (Mixpanel, Amplitude, Heap) ... No native billing/CRM connectivity"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Amplitude", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Amplitude's power comes with setup complexity; rushed instrumentation creates untrustworthy data"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Heap", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Product Analytics Tools Used in Isolation (Mixpanel, Amplitude, Heap)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Looker", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Support semantic modeling — Governed metric definitions (Looker, dbt, Cube) that align teams"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|dbt", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Governed metric definitions (Looker, dbt, Cube) that align teams"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|moonshot-small|Cube", "prompt": "c211-l6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Cube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Governed metric definitions (Looker, dbt, Cube) that align teams"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Baremetrics", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to **Avoid** for Core Enterprise Use... **Stripe-only revenue tools like Baremetrics (basic plans)**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|ChartMogul", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Revenue/Subscription:** ChartMogul Enterprise, Zuora Analytics (multi-billing native)."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Google Analytics (GA4 standard)", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics (GA4 standard)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools to **Avoid** for Core Enterprise Use: **Consumer-grade or free-tier tools like Google Analytics (GA4 standard)**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|ProfitWell (free tier)", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (free tier)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to **Avoid** for Core Enterprise Use... ProfitWell (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Looker Studio", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to **Avoid** for Core Enterprise Use... or Looker Studio"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Mixpanel", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Cautions:** Manual event tracking creates taxonomy debt; pricing escalates rapidly post-free tier"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Amplitude", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Cautions:** Also manual tracking (steep setup/learning curve); pricing tiers ramp aggressively"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Heap", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Cautions:** Autocapture floods data (noise overload, high storage costs)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Tableau", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Full-Stack BI:** Tableau, Power BI Premium, Looker (custom models)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Power BI Premium", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI Premium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Use BI overlays (e.g., Tableau, Power BI Premium)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Fairview", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Fairview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "or integrated like Fairview for operating intelligence"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|PostHog", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Product Analytics:** PostHog (self-hosted, unlimited scale)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Zuora Analytics", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**Revenue/Subscription:** ChartMogul Enterprise, Zuora Analytics (multi-billing native)."}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Pendo", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Pendo (adoption-focused)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|xai-small|Looker", "prompt": "c211-l6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "**Full-Stack BI:** Tableau, Power BI Premium, Looker (custom models)"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|Baremetrics", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"Startup-Optimized\" Subscription Metrics Tools **Examples:** **Baremetrics** ... **Why avoid them:**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|ProfitWell", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "similar competitors like ProfitWell's basic tiers ... Why avoid them"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|Databox", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Basic \"No-Code\" Dashboarding Tools **Examples:** Early-stage **Databox**, **Geckoboard**. * **Why avoid them:**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|Geckoboard", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Geckoboard", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Examples:** Early-stage **Databox**, **Geckoboard**. * **Why avoid them:**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|Amplitude", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Generic implementations of **Amplitude** or **Mixpanel** ... **Why be cautious:**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|Mixpanel", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Generic implementations of **Amplitude** or **Mixpanel** ... **Why be cautious:**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|Tableau", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Traditional implementations of **Tableau** or **Power BI** (without a governing layer on top). * **Why avoid them (without modification):**"}, {"id": "mai-20260918-0023-calibration_b|c211-l6|zai-small|Power BI", "prompt": "c211-l6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Traditional implementations of **Tableau** or **Power BI** (without a governing layer on top). * **Why avoid them"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|alibaba-small|Fairview", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Picks:** **Fairview** or **ChartMogul** ... Often cited as the top choice for mid-market companies seeking a unified \"single pane of glass.\""}, {"id": "mai-20260918-0023-calibration_b|c211-m1|alibaba-small|ChartMogul", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ChartMogul:** The long-standing leader for accurate MRR/Churn calculations."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|alibaba-small|Amplitude", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Top Pick:** **Amplitude** ... Industry standard for product analytics and UX insights."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|alibaba-small|ChurnZero", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChurnZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ChurnZero** is widely considered the \"Goldilocks\" solution for this size"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|alibaba-small|Gainsight", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Gainsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Enterprise companies often use Gainsight, but it can be prohibitively expensive and complex for mid-market teams."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|alibaba-small|Power BI", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Power BI / Tableau** | If you have the engineering resources to build custom dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|alibaba-small|Tableau", "prompt": "c211-m1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Power BI / Tableau** | If you have the engineering resources to build custom dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|anthropic-small|ChartMogul", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** stands out as a gold standard for subscription revenue analytics."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|anthropic-small|Baremetrics", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **ChartMogul** or **Baremetrics** for pure subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|anthropic-small|Looker", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Looker** if you have the technical resources for deeper customization. However, this requires more technical setup."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|anthropic-small|Databox", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "layer in **Databox** if you need to integrate marketing/sales data"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|anthropic-small|Tableau", "prompt": "c211-m1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Business intelligence dashboards like Tableau and Looker visualize data from any source"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|challenger-small|Fairview", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around choice is usually **Fairview** if you want a single dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|challenger-small|Databox", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Databox** is a strong alternative, especially for teams that want many integrations and prebuilt templates"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|challenger-small|ChartMogul", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ChartMogul** for subscription SaaS metrics in the mid-market range"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|challenger-small|Maxio", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Maxio** or **Subscript** if custom contracts dominate"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|challenger-small|Subscript", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Subscript", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Maxio** or **Subscript** if custom contracts dominate"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|challenger-small|ChurnZero", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChurnZero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best customer health/retention dashboard:** **ChurnZero** or **Vitally**"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|challenger-small|Vitally", "prompt": "c211-m1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Vitally", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best customer health/retention dashboard:** **ChurnZero** or **Vitally**"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|Databox", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best all-in-one KPI dashboard; MRR, churn, CAC, pipeline, NPS all in one place"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|Geckoboard", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Office/TV \"scoreboard\" for sales & CS pods | Cheap, fast, great wall displays"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|Klipfolio", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "General BI/dashboard tools (Databox, Geckoboard, Klipfolio, Power BI, Looker)"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|Power BI", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox/Power BI layered on top if you need cross-functional business dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|Looker", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or a custom **Power BI/Looker** build if you have a data warehouse and a data team"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|ChartMogul", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**ChartMogul** is the best primary choice (multi-billing support + deepest segmentation)"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|Baremetrics", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Baremetrics** as the runner-up if you want finance forecasting/dunning in the same tool"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|deepseek-small|Fairview", "prompt": "c211-m1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Operating intelligence (pipeline, margin by segment, forecast confidence) at $1–100M ARR"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Baremetrics", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "At the early stage ($1M–$5M ARR), simple out-of-the-box billing scrapers (like Baremetrics or ProfitWell) connected to Stripe are usually enough."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|ProfitWell", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "simple out-of-the-box billing scrapers (like Baremetrics or ProfitWell) connected to Stripe are usually enough"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Tableau", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "companies typically build custom SQL dashboards on a data warehouse ... using BI tools (like Tableau or Looker)"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Looker", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "using BI tools (like Tableau or Looker)"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Maxio (formerly SaaSOptics + Chargify)", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio (formerly SaaSOptics + Chargify)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best for: Sales-led B2B SaaS with complex contracts, custom billing, and strict GAAP compliance requirements."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Mosaic", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mosaic", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for: Finance teams that need to tie historical SaaS metrics to forward-looking financial planning (FP&A)."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|ChartMogul", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "ChartMogul is the industry gold standard for pure subscription intelligence."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Subscript", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Subscript", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Go with: Subscript or Maxio."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Mixpanel", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Go with: Mixpanel or Amplitude connected to a modern BI tool like Metabase."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Amplitude", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Go with: Mixpanel or Amplitude connected to a modern BI tool like Metabase."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|google-small|Metabase", "prompt": "c211-m1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "connected to a modern BI tool like Metabase"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|meta-small|ChartMogul", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular tools include ChartMogul, Baremetrics, Mixpanel, and ProfitWell."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|meta-small|Baremetrics", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some popular tools include ChartMogul, Baremetrics, Mixpanel, and ProfitWell."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|meta-small|Mixpanel", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some popular tools include ChartMogul, Baremetrics, Mixpanel, and ProfitWell."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|meta-small|ProfitWell", "prompt": "c211-m1", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some popular tools include ChartMogul, Baremetrics, Mixpanel, and ProfitWell."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|minimax-small|ChartMogul", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** offers the best balance of features, ease of use, and specialized SaaS metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|minimax-small|Amplitude", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your team is more product-focused, **Amplitude** is excellent."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|minimax-small|Maxio (formerly SaaSOptics)", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For companies with complex billing needs, **Maxio** provides deeper revenue management capabilities."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|minimax-small|Power BI Custom Dashboards", "prompt": "c211-m1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI Custom Dashboards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Companies with data teams that want full control"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|mistral-small|Databox", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databox** stands out as a top choice for most mid-market B2B SaaS companies"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|mistral-small|Maxio (formerly SaaSOptics)", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is recommended, especially for mid-market and enterprise SaaS companies looking to scale ARR. However, it is typically more expensive and quote-only"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|mistral-small|Power BI", "prompt": "c211-m1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For highly customized needs, a **custom Power BI dashboard** may be the best fit."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|moonshot-small|ChartMogul", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with ChartMogul if you have $1M+ ARR, multiple data sources, or investor reporting needs"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|moonshot-small|Baremetrics", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Baremetrics if you're Stripe-only and want the best UX with dunning/cancellation insights"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|moonshot-small|ProfitWell (now Paddle Retain)", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies under $50K MRR or those already using Paddle"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|moonshot-small|Metabase", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add Metabase if you need custom SQL queries and want to build internal dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|moonshot-small|Tableau", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Data-rich mid-market companies | $42-75/user/month | Best-in-class visualization"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|moonshot-small|Looker", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade analytics | ~$35K/year starting"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|moonshot-small|Google Looker Studio", "prompt": "c211-m1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Budget-conscious teams | Free | Good for Google ecosystem integration"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|openai-small|Looker", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you mean **the best overall dashboard for a mid-market B2B SaaS company**, I'd say **Looker**."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|openai-small|ChartMogul", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you mean **the best SaaS-specific metrics dashboard**, I'd say **ChartMogul**."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|openai-small|Baremetrics", "prompt": "c211-m1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also strong for SaaS metrics and especially attractive if you want simple, automated reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|xai-small|Fairview", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Fairview", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Fairview (Strongest overall pick for mid-market B2B SaaS)"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|xai-small|ChartMogul", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Subscription revenue specialist—excels at MRR/ARR, churn, expansion, LTV, cohorts from billing data."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|xai-small|Databox", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All-in-one KPI aggregator (130+ integrations)"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|xai-small|Amplitude/Mixpanel", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude/Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Good, but pricey per MTU/events; add revenue layer"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|xai-small|Baremetrics", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller mid-market; less B2B depth"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|xai-small|PostHog", "prompt": "c211-m1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Open-source all-in-one (product + some revenue) | Free tier, then usage | Self-host, affordable scaling | Dev-heavy teams"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|zai-small|Amplitude", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Amplitude** for behavioral and retention insights."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|zai-small|ChartMogul", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Add ChartMogul** for subscription revenue and billing metrics (free up to $10K MRR)."}, {"id": "mai-20260918-0023-calibration_b|c211-m1|zai-small|Power BI", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Use Power BI** (or Databox) as your executive reporting layer"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|zai-small|Databox", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox \\u2013 All\\u2011in\\u2011One Dashboard (Alternative)"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|zai-small|Baremetrics", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pure subscription revenue metrics** (MRR, ARR, churn) | Baremetrics, ChartMogul"}, {"id": "mai-20260918-0023-calibration_b|c211-m1|zai-small|Mixpanel", "prompt": "c211-m1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Product behavior deep dives** | Amplitude, Mixpanel"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|alibaba-small|ChartMogul", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **ChartMogul**."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|alibaba-small|Catalyst", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Catalyst", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative 1: Catalyst (The Modern Choice)"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|alibaba-small|Looker / Looker Studio", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Looker / Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alternative 2: Looker / Looker Studio (The Engineer-Led Choice)"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|alibaba-small|Dreamdata", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Dreamdata / Attribution.com** (Add-on)"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|alibaba-small|Attribution.com", "prompt": "c211-m2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Attribution.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Dreamdata / Attribution.com** (Add-on)"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|anthropic-small|ChartMogul", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: ChartMogul or Baremetrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|anthropic-small|Baremetrics", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "## Top Recommendation: ChartMogul or Baremetrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|anthropic-small|Mixpanel", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For B2B SaaS, Mixpanel excels at tracking feature adoption rates and tying them directly to subscription renewals"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|anthropic-small|Amplitude", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude is a leading product analytics platform for activation, retention, and growth"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|anthropic-small|Maxio", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Maxio offers strong 2026 benchmarks with integrated billing and revenue recognition"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|anthropic-small|June", "prompt": "c211-m2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "June", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "June is best for B2B SaaS teams past $1M ARR that want company-level retention analytics tied directly to CRM"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|challenger-small|ChartMogul", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul** as the default ARR analytics tool"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|challenger-small|Baremetrics", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Baremetrics** as a strong simpler alternative"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|challenger-small|Toolboks", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Toolboks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Toolboks** if your team already needs more advanced **bidirectional CRM sync**"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|challenger-small|Maxio", "prompt": "c211-m2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Maxio** if you are closer to **$7M–$10M+ ARR** or need **ASC 606 compliance**"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|deepseek-small|ChartMogul", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top recommendation is **ChartMogul** for pure ARR/subscription analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|deepseek-small|Maxio (formerly SaaSOptics)", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio (formerly SaaSOptics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "as the strongest choice if you need finance-grade revenue reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|deepseek-small|Baremetrics", "prompt": "c211-m2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Baremetrics** if you want the fastest setup and built-in *action* features"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|google-small|Baremetrics", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard subscription analytics tools (like Baremetrics or ProfitWell) often fall short because they are built primarily for self-serve, Stripe-based models"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|google-small|ProfitWell", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard subscription analytics tools (like Baremetrics or ProfitWell) often fall short"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|google-small|Subscript", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Subscript", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Subscript is designed specifically for B2B SaaS finance teams."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|google-small|Maxio", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Maxio is the industry standard. It is an \"accounting-grade\" subscription management platform"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|google-small|ChartMogul", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "ChartMogul is the market leader"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|google-small|Abacum", "prompt": "c211-m2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Abacum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Abacum if: You already have historical data locked down but need a strategic finance tool"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|meta-small|ChartMogul", "prompt": "c211-m2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul: A popular choice for ARR tracking, with features like cohort-level MRR, ARR, churn, expansion MRR, NRR, and LTV"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|meta-small|TekStack", "prompt": "c211-m2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TekStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers automated ARR, MRR, NRR, GRR, and churn calculation from subscription and contract records"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|meta-small|Baremetrics", "prompt": "c211-m2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A simple and affordable option for ARR tracking"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|meta-small|ProfitWell", "prompt": "c211-m2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A free tier is available... It is a good option for early-stage companies."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|minimax-small|ChartMogul", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul** as the top ARR analytics tool"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|minimax-small|Maxio", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Better if you need ASC 606 compliance, revenue recognition, and billing engine features"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|minimax-small|Baremetrics", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers recover (dunning management) and cancellation insights"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|minimax-small|Dreamdata", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Dreamdata", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need multi-touch attribution: **Dreamdata** or **HockeyStack**"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|minimax-small|HockeyStack", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need multi-touch attribution: **Dreamdata** or **HockeyStack**"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|minimax-small|Cometly", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| Attribution | Cometly or Attribution |"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|minimax-small|Attribution", "prompt": "c211-m2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Attribution", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| Attribution | Cometly or Attribution |"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|mistral-small|ChartMogul", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul** is the best all-around choice for ARR analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|mistral-small|SaaSOptics (now part of Maxio)", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "SaaSOptics (now part of Maxio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you also require billing and revenue recognition, **SaaSOptics (Maxio)** is the stronger option."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|mistral-small|ProfitWell Metrics", "prompt": "c211-m2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Only consider **ProfitWell** if budget is a primary concern and you don't need deep customization or compliance features."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|moonshot-small|ChartMogul", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|moonshot-small|Baremetrics", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**$1M–$3M** | Baremetrics or ChartMogul | Fast setup, founder-friendly"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|moonshot-small|Maxio", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**$7M–$10M+** | Maxio or ChartMogul | GAAP compliance, complex billing needs"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|moonshot-small|Grid (formerly SaaSGrid)", "prompt": "c211-m2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Grid (formerly SaaSGrid)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Alternative Worth Considering: **Grid (formerly SaaSGrid)**"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|openai-small|ChartMogul", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **ChartMogul** as the default choice."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|openai-small|Baremetrics", "prompt": "c211-m2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "When I'd choose **Baremetrics** instead: If you want a **simpler setup** and a more clearly published lower-cost entry point."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|xai-small|ChartMogul", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ChartMogul as the top ARR analytics tool"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|xai-small|Baremetrics", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** (if Stripe-primary, simpler needs) ... lighter on multi-billing/CRM depth"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|xai-small|Toolboks", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Toolboks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| $7M+     | ChartMogul, Maxio, or Toolboks |"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|xai-small|ProfitWell (now Paddle Retain)", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Free core metrics—ideal to test waters if under $50K MRR—but less robust for mid-sized complexity."}, {"id": "mai-20260918-0023-calibration_b|c211-m2|xai-small|Maxio", "prompt": "c211-m2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Maxio (formerly Chargify SaaS Metrics)**: If you need GAAP/ASC 606 compliance"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|zai-small|ChartMogul", "prompt": "c211-m2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Primary Recommendation: ChartMogul"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|zai-small|Baremetrics", "prompt": "c211-m2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: Baremetrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m2|zai-small|ScaleXP", "prompt": "c211-m2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Finance‑Focused Option: ScaleXP"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|ChartMogul", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** is the most robust option for mapping disparate data sources accurately."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|Baremetrics", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Baremetrics** is likely the smoothest fit due to its native integration and ease of use."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Are you early-stage (<$10k MRR)? Start with **ProfitWell Metrics**. It's free and covers all the basics"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|Amplitude", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry standard for deep behavioral analysis. Handles massive datasets better than competitors."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|PostHog", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Combines product analytics, feature flags, and session replays in one self-hosted or cloud platform."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|Mixpanel", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Very strong on event tracking flexibility. Often preferred for mobile apps and B2C products"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|Databox", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Databox** to pull MRR from Stripe and Sales data from Salesforce into one visual slide deck."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|alibaba-small|Looker Studio (Free)", "prompt": "c211-m3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker Studio (Free)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Highly customizable but time-consuming to set up correctly."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|anthropic-small|ChartMogul", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul is purpose-built for subscription businesses and connects directly to Stripe, Braintree, Recurly, and other billing systems to deliver real-time MRR, churn, LTV, and cohort revenue data."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|anthropic-small|Baremetrics", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "remains the best choice for founders who want polished, intuitive metrics without a steep learning curve"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|anthropic-small|Amplitude", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Amplitude is an enterprise product analytics platform with behavioral cohort analysis, predictive insights, and cross-platform journey mapping"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|anthropic-small|Mixpanel", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for product-led growth companies tracking activation, engagement, and feature adoption"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|anthropic-small|LogRocket", "prompt": "c211-m3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "LogRocket", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a session replay tool (LogRocket) for debugging"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|ChartMogul", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Use **ChartMogul** or **Baremetrics** for subscription metrics like MRR, ARR, churn, and LTV."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|Baremetrics", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **ChartMogul** or **Baremetrics** for subscription metrics like MRR, ARR, churn, and LTV."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider **ProfitWell**, **PostHog**, or **Mixpanel's free tier**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|Mixpanel", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Use **Mixpanel** or **Amplitude** for product behavior and cohort analysis."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|Amplitude", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use **Mixpanel** or **Amplitude** for product behavior and cohort analysis."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|PostHog", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free/open product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|Databox", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Use **Databox** or **Power BI** for cross-source reporting and dashboards."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|challenger-small|Power BI", "prompt": "c211-m3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong if you already use Microsoft tools and have a data team"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|ChartMogul", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Complex billing, multi-source, or deep cohort analysis: ChartMogul."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Baremetrics", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Series A, Stripe-native: Baremetrics for the clean interface and recovery tools."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|ProfitWell/Paddle", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell/Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pre-revenue / seed: ProfitWell (free) — just track core MRR & churn."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Trezy", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Trezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Trezy – cash-flow and MRR forecasting (new vs. churned MRR in real time)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Amplitude", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need user behavior too: add Amplitude or PostHog on top of your revenue tool."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Mixpanel", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Amplitude / Mixpanel / PostHog – product analytics leaders"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|PostHog", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "PostHog is the best free/open-source option"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Heap", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Amplitude, Mixpanel, PostHog, Heap, Woopra"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Woopra", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Woopra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Amplitude, Mixpanel, PostHog, Heap, Woopra"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Databox", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Need everything (marketing + sales + finance) in one dashboard: Databox or a BI platform."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Power BI", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Databox, Power BI, Looker, Mosaic, Fairview"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Looker", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Databox, Power BI, Looker, Mosaic, Fairview"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Mosaic", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mosaic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "operating intelligence ... for larger ($5M–$100M ARR) finance teams, pricier ($149+ to $72K+/yr at enterprise scale)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Fairview", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Fairview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Mosaic / Fairview – operating intelligence ... pricier ($149+ to $72K+/yr at enterprise scale)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|FullStory", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "FullStory", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "FullStory, Hotjar, Crazy Egg (session replay, heatmaps)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Hotjar", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Hotjar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "FullStory, Hotjar, Crazy Egg (session replay, heatmaps)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Crazy Egg", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Crazy Egg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "FullStory, Hotjar, Crazy Egg (session replay, heatmaps)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|Founderpath", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Founderpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Founderpath / SaaSGrid – free tools that also offer revenue-based financing"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|deepseek-small|SaaSGrid", "prompt": "c211-m3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Founderpath / SaaSGrid – free tools that also offer revenue-based financing"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|ChartMogul", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**ChartMogul** | Unmatched data cleansing and multi-currency billing logic."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|Baremetrics", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** | Beautiful UI with built-in failed-payment recovery and cancellation surveys."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|ProfitWell (by Paddle)", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ProfitWell** | Best-in-class free basic reporting."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|Chartsy", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Chartsy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chartsy is an **AI-first subscription analytics tool**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|Mixpanel", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mixpanel** | Intuitive, drag-and-drop event tracking and cohort funnels."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|Amplitude", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Overkill for early-stage startups; has a steep learning curve and becomes highly expensive as event volume scales."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|PostHog", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**PostHog** | Open-source, self-hostable, and replaces 3–4 separate tools."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|google-small|Qrvey", "prompt": "c211-m3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Qrvey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Qrvey is not an internal BI tool. It is an **embedded analytics platform**."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|meta-small|ChartMogul", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul is the best for subscription revenue analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|meta-small|Baremetrics", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics is the best for SaaS-specific financial reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|meta-small|Profitwell", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Profitwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Profitwell is the best free option for core SaaS metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|meta-small|SaaSGrid", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top SaaS metrics tools are ChartMogul, Baremetrics, Profitwell, SaaSGrid, and Founderpath."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|meta-small|Founderpath", "prompt": "c211-m3", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Founderpath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top SaaS metrics tools are ChartMogul, Baremetrics, Profitwell, SaaSGrid, and Founderpath."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|minimax-small|ChartMogul", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul leads in data model complexity"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|minimax-small|Baremetrics", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Stripe-native SaaS wanting clean UI ($20K–$200K MRR)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|minimax-small|ProfitWell Metrics (now part of Paddle)", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (now part of Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best starting point for seed-stage teams"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|minimax-small|Maxio (formerly Saas Optics)", "prompt": "c211-m3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Maxio (formerly Saas Optics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Complex billing, companies $200K+ MRR"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|ChartMogul", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Considered the #1 SaaS metrics platform in 2024, especially for companies with $1M+ in ARR."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|Baremetrics", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong focus on financial metrics and customer behavior, making it a favorite for bootstrapped SaaS companies."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|ProfitWell (now part of Paddle Metrics)", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now part of Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best free option for essential SaaS metrics, widely used by early-stage startups."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|Databox", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ideal for teams needing a unified view of business performance."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|Amplitude", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leader in product analytics, especially for companies focused on user engagement and conversion."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|PostHog", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free alternative for product analytics."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|Geckoboard", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Great for visualizing key metrics in a team setting."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|Klipfolio", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Highly customizable for unique reporting needs."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|Whatagraph", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Whatagraph", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Designed for agencies managing multiple clients."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|mistral-small|HockeyStack", "prompt": "c211-m3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong focus on revenue impact and marketing ROI."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|ChartMogul", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best revenue dashboards | **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Baremetrics", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Growing SaaS companies | User-friendly dashboards, dunning management"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|ProfitWell", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free revenue analytics | **ProfitWell** or **SaaSGrid**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|SaaSGrid", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free revenue analytics | **ProfitWell** or **SaaSGrid**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Mixpanel", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Self-serve product teams | Funnel analysis, experimentation"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Amplitude", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Understanding *why* users churn | **Amplitude**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|PostHog", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Product + revenue combined | **PostHog** + **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Heap", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Teams wanting autocapture | No manual event instrumentation needed"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Qrvey", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Qrvey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Embedded customer-facing analytics | **Qrvey**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Fairview", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Fairview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "$5-100M ARR companies | One source of truth for ARR, MRR, NRR, churn, LTV"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Unwrap.ai", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Unwrap.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Unwrap.ai** (feedback intelligence)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|Cometly", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Cometly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Marketing attribution to revenue | **Cometly** or **HockeyStack**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|moonshot-small|HockeyStack", "prompt": "c211-m3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "HockeyStack", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Marketing attribution to revenue | **Cometly** or **HockeyStack**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Amplitude", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Amplitude** — Strong for product analytics at scale.  ... If you care about product usage: Use **Amplitude**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Mixpanel", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Similar category to Amplitude ... I'd treat this as a peer in the same bucket rather than a cited recommendation."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|PostHog", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often chosen by teams that want product analytics plus an open, developer-friendly stack"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|ChartMogul", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Built specifically for subscription analytics and CRM ... If you care about recurring revenue: Use **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Baremetrics", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Also focused on subscription analytics; it tracks 28+ subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Looker", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Looker / Tableau / Power BI / Metabase / Hex** — Flexible reporting and dashboarding"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Tableau", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Looker / Tableau / Power BI / Metabase / Hex** — Flexible reporting and dashboarding"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Power BI", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Looker / Tableau / Power BI / Metabase / Hex** — Flexible reporting and dashboarding"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Metabase", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Looker / Tableau / Power BI / Metabase / Hex** — Flexible reporting and dashboarding"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|openai-small|Hex", "prompt": "c211-m3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Hex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Looker / Tableau / Power BI / Metabase / Hex** — Flexible reporting and dashboarding"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|Amplitude", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "distinct from broader product analytics (e.g., Amplitude, Mixpanel for user behavior)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|Mixpanel", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "broader product analytics (e.g., Amplitude, Mixpanel for user behavior)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|Power BI", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "general BI tools (e.g., Power BI)"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|ChartMogul", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**ChartMogul** (Rank #1) | Deep revenue analytics & scaling ... Most accurate/comprehensive metric logic"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|Baremetrics", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Baremetrics** (Rank #2) | Real-time Stripe-focused dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|ProfitWell (now Paddle Metrics/Retain)", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Metrics/Retain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rank #3) | Free core metrics for startups ... Early-stage (<$50K MRR): ProfitWell (free)."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|SaaSGrid", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "SaaSGrid", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Others like SaaSGrid or Databox appear but less dominantly for core revenue metrics."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|Databox", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Others like SaaSGrid or Databox appear but less dominantly"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|xai-small|PostHog", "prompt": "c211-m3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "For product-led metrics (e.g., activation, funnels), consider Amplitude or PostHog instead"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|ChartMogul", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have **multiple billing sources** or need deep cohort work, **ChartMogul** is strongest."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Baremetrics", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a **clean Stripe‑only experience** with built‑in action tools, **Baremetrics** shines."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For **early‑stage teams** that want free core metrics, **ProfitWell** is the go‑to."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Amplitude", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Amplitude** → dedicated analysts, complex cohorting, predictive analytics."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Mixpanel", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Mixpanel** → PMs who want fast, easy funnels & retention."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|PostHog", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**PostHog** → technical teams wanting open‑source + analytics + flags + replay in one bill."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|GoodData", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "GoodData", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For **customer‑facing dashboards** and **embedded analytics**, look at **GoodData, Qrvey, Luzmo**."}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Looker / Looker Studio", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker / Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Looker** for Google‑centric teams"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Power BI", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For **internal BI**, **Power BI** offers the best value"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Metabase", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Metabase** for self‑hosted warehouse‑native setups"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Qlik", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Qlik", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Specialized for embedded BI, multi‑tenant architecture, and governance"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Qrvey", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Qrvey", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "look at **GoodData, Qrvey, Luzmo**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Luzmo", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Luzmo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "look at **GoodData, Qrvey, Luzmo**"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Sigma", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Sigma", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Qlik / Qrvey / Luzmo / Sigma | Embedded analytics, data governance, or customer‑facing dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Cometly", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Cometly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Use **Cometly** when you need to tie ad spend directly to SaaS revenue"}, {"id": "mai-20260918-0023-calibration_b|c211-m3|zai-small|Unwrap", "prompt": "c211-m3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Unwrap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "**Unwrap** fills the missing feedback layer"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|alibaba-small|Baremetrics", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid specialized BI tools like *Baremetrics* or *ProfitWell* immediately, as their prices scale aggressively with revenue"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|alibaba-small|ProfitWell", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid specialized BI tools like *Baremetrics* or *ProfitWell* immediately, as their prices scale aggressively with revenue"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|alibaba-small|Metabase", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**My suggestion:** Start with **Metabase** if you have any technical capability."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|alibaba-small|SaaSOptics", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "SaaSOptics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Non-Tech Founders: SaaSOptics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|alibaba-small|Google Looker Studio", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best \"Do-It-Yourself\" Zero-Cost Option: Google Looker Studio"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|alibaba-small|Supermetrics", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Supermetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "You can use a free-tier integration service like *Supermetrics* (limited rows)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|alibaba-small|PostHog", "prompt": "c211-m4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Best All-in-One (Product + Revenue): PostHog"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|anthropic-small|Looker Studio", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "starting with a free option like Looker Studio or ProfitWell and upgrading only when you outgrow the free tier's limitations is a smart approach"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|anthropic-small|Metabase", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "open-source business intelligence tool for technical teams; self-hosted is FREE"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|anthropic-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with a free option like Looker Studio or ProfitWell"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|anthropic-small|ChartMogul", "prompt": "c211-m4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "has a free tier up to $120K ARR, making it excellent for early-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|challenger-small|Databox", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Databox**"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|challenger-small|ProfitWell/ProfitWell Metrics", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell/ProfitWell Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best free SaaS revenue dashboard:** **ProfitWell Metrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|challenger-small|ChartMogul’s free tier", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul’s free tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**ChartMogul’s free tier** are the lowest-cost options to start with"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|challenger-small|Google Looker Studio", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best free custom dashboard:** **Google Looker Studio** — free, but you’ll need to connect and model the data yourself"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|challenger-small|Geckoboard", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best cheap revenue-focused paid option:** **Geckoboard** — around **$39/month**"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|challenger-small|Mixpanel", "prompt": "c211-m4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if you only need product analytics:** **Mixpanel**"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start **free** with **ProfitWell (Paddle Metrics)** for your core subscription metrics (MRR, churn, LTV)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|ChartMogul", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "upgrade to **ChartMogul's** paid tier"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Mixpanel", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **PostHog** (free self-hosted) or **Mixpanel** (free tier) alongside"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|PostHog", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "add **PostHog** (free self-hosted)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Google Looker Studio", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combined with **Looker Studio** connected to Stripe for a custom dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Databox", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "free plan; paid from ~$64\\u201372/mo - All-in-one KPI dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Geckoboard", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ChartMogul free tier + Geckoboard ($39)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Baremetrics", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "upgrade to **ChartMogul's** paid tier or **Baremetrics** (~$129/mo)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Tableau", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid expensive enterprise tools (Tableau, Amplitude paid, Power BI costs) at this stage"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Amplitude", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Avoid expensive enterprise tools (Tableau, Amplitude paid, Power BI costs)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|deepseek-small|Power BI", "prompt": "c211-m4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Power BI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Avoid expensive enterprise tools (Tableau, Amplitude paid, Power BI costs)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with ProfitWell if you want a reliable, automatic, \"set-it-and-forget-it\" financial dashboard that will remain 100% free even as you scale past $1M+ ARR."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|google-small|ChartMogul (Launch Plan)", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul (Launch Plan)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with ChartMogul (Launch) if you are an early-stage startup under $10k MRR and want the most beautiful, user-friendly, and insightful cohort reports."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|google-small|Databox", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cons: Unlike ChartMogul or ProfitWell, Databox is a visualization tool. It does not calculate MRR or Churn from raw transaction data"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|google-small|Google Sheets + Looker Studio", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Sheets + Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best DIY \"Zero-Cost, Infinite Customization\" Option... Cons: High manual setup time."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|google-small|Superjoin", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Superjoin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "tools like Superjoin or Zapier have free/cheap tiers to automate the data sync"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|google-small|Zapier", "prompt": "c211-m4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Zapier", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Superjoin or Zapier have free/cheap tiers to automate the data sync"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|Databox", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SaaS metrics dashboard for a company with a limited budget is Databox, which offers a free plan"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|ChartMogul", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|Baremetrics", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|Mixpanel", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mixpanel for product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|ProfitWell", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a $0/month budget, ProfitWell, Looker Studio, and PostHog (self-hosted) can be used."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|Looker Studio", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For a $0/month budget, ProfitWell, Looker Studio, and PostHog (self-hosted) can be used."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|PostHog", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "For a $0/month budget, ProfitWell, Looker Studio, and PostHog (self-hosted) can be used."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|meta-small|Geckoboard", "prompt": "c211-m4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "ChartMogul free + Geckoboard ($39) or Databox Starter ($72) can be used"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|ChartMogul", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a company with limited budget, **ChartMogul** (free up to 10k MRR) combined with **Geckoboard** ($39/month)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|Baremetrics", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ChartMogul and Baremetrics are specifically designed for SaaS subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|Databox", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or just using **Databox's free tier** would be the best starting point"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|Mixpanel", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mixpanel** - Free product analytics tier"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|ProfitWell", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**ProfitWell + Looker Studio + PostHog** (self-hosted) - Full free stack combo"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|Looker Studio", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**$0 budget**: Start with ChartMogul free + Looker Studio"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|PostHog", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**ProfitWell + Looker Studio + PostHog** (self-hosted) - Full free stack combo"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|minimax-small|Geckoboard", "prompt": "c211-m4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "combined with **Geckoboard** ($39/month)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|mistral-small|Databox", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For a more general KPI dashboard, Databox or Mixpanel are excellent low-cost options."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|mistral-small|ChartMogul", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you need a free, easy-to-use dashboard for subscription metrics, start with ChartMogul or ProfitWell."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|mistral-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with ChartMogul or ProfitWell"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|mistral-small|Mixpanel", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox or Mixpanel are excellent low-cost options"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|mistral-small|Google Data Studio (Looker Studio)", "prompt": "c211-m4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Data Studio (Looker Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Google Data Studio is a great free alternative if you want full control over your dashboard design."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|moonshot-small|ProfitWell (now Paddle Retain)", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProfitWell (now Paddle Retain)** — *Best Overall Free Choice*"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|moonshot-small|ChartMogul Free Tier", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Under $10K MRR on Stripe | **ChartMogul free tier**"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|moonshot-small|Baremetrics Free Tier", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics Free Tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Free up to $30K MRR (higher threshold than ChartMogul)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|moonshot-small|Looker Studio (formerly Google Data Studio)", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio (formerly Google Data Studio)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **ProfitWell** (if you use Stripe/Paddle) or **Looker Studio** (if you need flexibility). Both are genuinely free"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|moonshot-small|Geckoboard", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Geckoboard** — *Most Affordable SaaS Dashboard*"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|moonshot-small|Ploxir", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Ploxir", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Multiple billing platforms | **Ploxir** (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|moonshot-small|Databox", "prompt": "c211-m4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "note Databox retired its free plan in 2025 and now starts around $64–$159/month"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|openai-small|PostHog", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my top pick would be **PostHog** if you want the most capability on a budget"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|openai-small|Umami", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Umami", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Umami** or **Plausible** are strong choices for simple, privacy-friendly web analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|openai-small|Plausible", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Umami** or **Plausible** are strong choices for simple, privacy-friendly web analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|openai-small|OpenPanel", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "OpenPanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenPanel** is a good middle ground if you want open-source product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|openai-small|stratif.io", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "stratif.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**stratif.io** can be attractive because it works directly on existing data"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|openai-small|Mixpanel", "prompt": "c211-m4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "open-source product analytics closer to Mixpanel-style reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|Google Looker Studio", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is Google Looker Studio (formerly Data Studio)—it's completely free"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ProfitWell shines as truly hands-off and free"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|ChartMogul", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Looker Studio + ProfitWell/ChartMogul free for revenue"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|Databox", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add Geckoboard or Databox Starter for easier multi-source blending"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|Mixpanel", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free up to 1M events/mo, unlimited seats | Product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|PostHog", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Generous free tier (1M events, session replays) or self-hosted free"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|Ploxir", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Ploxir", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Free for 3 businesses | MRR dashboard from 9+ billing platforms"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|xai-small|Geckoboard", "prompt": "c211-m4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "is a cheap next step for polished, TV-friendly dashboards if free tiers feel limited"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|zai-small|Google Looker Studio", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Google Looker Studio (free) + Zapier/Make (free) + Stripe → Build a custom founder dashboard for $0/month"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|zai-small|Zapier/Make", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Zapier/Make", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Zapier / Make connects Stripe, HubSpot, etc., and pushes data into a Google Sheet that Looker Studio reads."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|zai-small|ProfitWell", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProfitWell (free) + Looker Studio → Get free revenue & churn metrics with native Stripe sync"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|zai-small|ChartMogul", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ChartMogul free tier (up to $120K ARR) → Best if you need deep subscription analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|zai-small|PostHog", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PostHog (free tier) + Looker Studio → Product analytics at scale (no event cap on the free plan)"}, {"id": "mai-20260918-0023-calibration_b|c211-m4|zai-small|Databox", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you want a single, all‑in‑one dashboard with a modest monthly cost, Databox (from $64/mo) is the top pick."}, {"id": "mai-20260918-0023-calibration_b|c211-m4|zai-small|Mixpanel", "prompt": "c211-m4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you'll need another tool like PostHog or Mixpanel"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|alibaba-small|Tableau", "prompt": "c211-m5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid basic BI tools (like Tableau or PowerBI) unless you have a dedicated data engineer to maintain them"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|alibaba-small|PowerBI", "prompt": "c211-m5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "avoid basic BI tools (like Tableau or PowerBI) unless you have a dedicated data engineer to maintain them"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|alibaba-small|ChartMogul", "prompt": "c211-m5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look for specialized SaaS analytics platforms (like ChartMogul, ProfitWell/Paddle, or Clari)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|alibaba-small|ProfitWell/Paddle", "prompt": "c211-m5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell/Paddle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "look for specialized SaaS analytics platforms (like ChartMogul, ProfitWell/Paddle, or Clari)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|alibaba-small|Clari", "prompt": "c211-m5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Clari", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "look for specialized SaaS analytics platforms (like ChartMogul, ProfitWell/Paddle, or Clari)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|deepseek-small|ChartMogul", "prompt": "c211-m5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** (best non-Stripe accuracy and multi-system)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|deepseek-small|Baremetrics", "prompt": "c211-m5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** (clean UX, Stripe-heavy)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|deepseek-small|Maxio/SaaSOptics", "prompt": "c211-m5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Maxio/SaaSOptics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Maxio/SaaSOptics** (if you may converge with revenue recognition/FP&A)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|deepseek-small|Power BI", "prompt": "c211-m5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a general BI platform (Power BI/Tableau/Looker) wired to your warehouse if you already run one"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|deepseek-small|Tableau", "prompt": "c211-m5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "a general BI platform (Power BI/Tableau/Looker) wired to your warehouse if you already run one"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|deepseek-small|Looker", "prompt": "c211-m5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a general BI platform (Power BI/Tableau/Looker) wired to your warehouse if you already run one"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|ChartMogul", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Out-of-the-box SaaS Analytics | ChartMogul, Baremetrics, Maxio (Keen/Chargify)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|Maxio", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "specialized out-of-the-box SaaS analytics tool (like ChartMogul, Maxio, or Baremetrics)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|Baremetrics", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Out-of-the-box SaaS Analytics | ChartMogul, Baremetrics, Maxio"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|Looker", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BI tools like Looker, Tableau, or Sigma"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|Tableau", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BI tools like Looker, Tableau, or Sigma"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|Sigma", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BI tools like Looker, Tableau, or Sigma"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|NetSuite SuiteAnalytics", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "NetSuite SuiteAnalytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Financial Subledger / ERP Analytics | NetSuite SuiteAnalytics, Ordway, Leapfin"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|Ordway", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Ordway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NetSuite SuiteAnalytics, Ordway, Leapfin"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|google-small|Leapfin", "prompt": "c211-m5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Leapfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NetSuite SuiteAnalytics, Ordway, Leapfin"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|mistral-small|ChartMogul", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **ChartMogul** | MRR/ARR, churn, cohort analysis | SaaS-specific, clean UI, Stripe integration | $1,000+/mo |"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|mistral-small|ProfitWell Metrics", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| **ProfitWell Metrics** | Retention, MRR, pricing analytics | Free tier, deep retention insights |"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|mistral-small|Mode Analytics", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mode Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| **Mode Analytics** | Custom SQL-based dashboards | Flexible, integrates with dbt, Snowflake |"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|mistral-small|Gainsight", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Gainsight", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Gainsight** | Customer success, NPS, health scores | Enterprise, CRM integration | $5,000+/mo |"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|mistral-small|Power BI", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Power BI / Tableau** | Internal BI, custom dashboards | Highly customizable, good for ops teams |"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|mistral-small|Tableau", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Power BI / Tableau** | Internal BI, custom dashboards | Highly customizable, good for ops teams |"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|mistral-small|Causal", "prompt": "c211-m5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Causal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Causal** | Financial modeling, scenario planning | Great for board-ready financials | $500+/mo |"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|ChartMogul", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Revenue source of truth:** ChartMogul or ProfitWell (or your ERP if finance already owns it)."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|ProfitWell", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Revenue source of truth:** ChartMogul or ProfitWell"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Maxio", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Revenue-specific tools (ChartMogul, ProfitWell, Maxio) usually handle this better."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|SaaSOptics", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "SaaSOptics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ChartMogul, ProfitWell (Paddle), Maxio, SaaSOptics | Subscription metric calculation"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Looker", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Unified dashboard:** Looker, Tableau, or a well-configured Looker Studio pulling from the above."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Tableau", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Unified dashboard:** Looker, Tableau, or a well-configured Looker Studio"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Power BI", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Looker, Tableau, Power BI, Looker Studio | Custom executive dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Looker Studio", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "or a well-configured Looker Studio pulling from the above"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Mixpanel", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Product analytics:** Mixpanel or Amplitude (if PLG)."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Amplitude", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Product analytics:** Mixpanel or Amplitude (if PLG)."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|PostHog", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Mixpanel, Amplitude, PostHog, Heap | Activation, feature adoption"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Heap", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Heap", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Mixpanel, Amplitude, PostHog, Heap"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Databox", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "If you lack a data team, a tool like Databox or a strong revenue analytics tool with dashboarding may suffice for 12\\u201318 months."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Geckoboard", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Geckoboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Databox, Geckoboard, Klipfolio | Fast setup, smaller price tag. Good for ops layers, but may lack SaaS-specific depth."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|moonshot-small|Klipfolio", "prompt": "c211-m5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Klipfolio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Fast setup, smaller price tag. Good for ops layers, but may lack SaaS-specific depth."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|ChartMogul", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Benchmark against competitors (e.g., ChartMogul, Baremetrics, Cumul.io)."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|Baremetrics", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Benchmark against competitors (e.g., ChartMogul, Baremetrics, Cumul.io)."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|Cumul.io", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Cumul.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Benchmark against competitors (e.g., ChartMogul, Baremetrics, Cumul.io)."}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|Chartio", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Chartio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-5 Tools: E.g., Chartio/Looker (BI-heavy)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|Looker", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Chartio/Looker (BI-heavy)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|Pigment", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Pigment", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Pigment/Anaplan (planning-focused)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|Anaplan", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Anaplan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Pigment/Anaplan (planning-focused)"}, {"id": "mai-20260918-0023-calibration_b|c211-m5|xai-small|Maxio", "prompt": "c211-m5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Maxio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "or SaaS-specific like Maxio or ChartMogul"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|Tableau", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Using generic business intelligence tools like **Tableau**, **PowerBI**, or **Looker** specifically for SaaS health metrics can be a trap if you do not have dedicated SQL developers."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|PowerBI", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PowerBI", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Using generic business intelligence tools like **Tableau**, **PowerBI**, or **Looker** specifically for SaaS health metrics can be a trap"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|Looker", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Using generic business intelligence tools like **Tableau**, **PowerBI**, or **Looker** specifically for SaaS health metrics can be a trap"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|ProfitWell", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Better Alternative:** Use a purpose-built SaaS metrics tool (like **ProfitWell**, **Baremetrics**, or **ChartMogul**)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|Baremetrics", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Use a purpose-built SaaS metrics tool (like **ProfitWell**, **Baremetrics**, or **ChartMogul**) that handles the SaaS math logic natively."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|ChartMogul", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Use a purpose-built SaaS metrics tool (like **ProfitWell**, **Baremetrics**, or **ChartMogul**)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|Paddle", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "If you use Stripe exclusively:** Stick with **Profitwell** or **Paddle**. They offer robust free tiers"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|alibaba-small|Founderpath", "prompt": "c211-m6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Founderpath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Be Cautious with \"New/Fintech\" Tools Offering Revenue-Based Financing... (like **Founderpath** or similar fintech-metrics hybrids)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|challenger-small|GA4", "prompt": "c211-m6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GA4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "GA4 is useful for acquisition and marketing analysis, but it is *web analytics first*... so it should not be the only source of truth for SaaS performance."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|deepseek-small|ProfitWell Metrics (now Paddle)", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics (now Paddle)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The tool to be *most* cautious about right now is **ProfitWell Metrics/Paddle** (ownership churn and uncertain future)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|deepseek-small|ChartMogul", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "then **ChartMogul** (data reconciliation issues and fast-rising cost)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|deepseek-small|Baremetrics", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally well-regarded (clean Stripe-native UI), but the consistent complaints are: **Poor CRM integration**"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|deepseek-small|Productiv", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Productiv", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Productiv** abruptly shut down in August 2026 without explanation"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|deepseek-small|Shield Analytics", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Shield Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Shield Analytics** wound down after Google and LinkedIn enforced against it"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|deepseek-small|Chargebee", "prompt": "c211-m6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "your billing platform's native reporting (Stripe, Paddle, Chargebee all have decent dashboards now) is more reliable"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|Stripe’s default Billing dashboard", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe’s default Billing dashboard", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "using **only** Stripe's default dashboards as your SaaS metrics engine can be risky."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|ProfitWell Metrics", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: Aggressive upselling... you will likely hit a ceiling with ProfitWell’s cohort analysis and custom segmentation"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|ChartMogul", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Advanced custom slicing is often much easier on paid, dedicated platforms like ChartMogul or Baremetrics."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|Baremetrics", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Advanced custom slicing is often much easier on paid, dedicated platforms like ChartMogul or Baremetrics."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|Google Analytics 4", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 4", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "you should **never** use it to track core SaaS financial metrics (MRR, ARR, Churn)."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|Mixpanel", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "don't use Mixpanel or Amplitude to calculate your financial books"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|Amplitude", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "don't use Mixpanel or Amplitude to calculate your financial books"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|Heap", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Product Analytics Tools treated as Revenue Trackers (e.g., Mixpanel, Amplitude, Heap)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|google-small|Excel/Google Sheets", "prompt": "c211-m6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Homegrown Spreadsheets (The Excel/Google Sheets Trap)... one of the most dangerous operational decisions you can make."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|meta-small|ProfitWell", "prompt": "c211-m6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "SaaS metrics tools to avoid or be cautious about. Some of the tools mentioned include ProfitWell, Baremetrics, and ChartMogul."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|meta-small|Baremetrics", "prompt": "c211-m6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "tools to avoid or be cautious about. Some of the tools mentioned include ProfitWell, Baremetrics, and ChartMogul."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|meta-small|ChartMogul", "prompt": "c211-m6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "tools to avoid or be cautious about. Some of the tools mentioned include ProfitWell, Baremetrics, and ChartMogul."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|minimax-small|ProfitWell", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Under $1M ARR: ProfitWell's free tier covers what 80% of teams need"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|minimax-small|Baremetrics", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Baremetrics ($129/mo) may be overkill for early stages ... Baremetrics and similar tools tell you what already happened"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|minimax-small|ChartMogul", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Non-Stripe billing: ChartMogul offers better accuracy but costs more"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|minimax-small|Retain", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Retain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you need predictive churn scoring, look at tools like Retain or CustomerScore.io."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|minimax-small|CustomerScore.io", "prompt": "c211-m6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "CustomerScore.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at tools like Retain or CustomerScore.io"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|mistral-small|ChartMogul", "prompt": "c211-m6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "If you're using Stripe-only, some tools (like ChartMogul) may be overkill or inaccurate for your needs... can be expensive for early-stage companies."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|mistral-small|ProfitWell", "prompt": "c211-m6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "starting with a simple, billing-native tool (like ProfitWell for Stripe) and scaling up as needed is the best approach"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|Baremetrics", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "No free tier; pricing scales aggressively with MRR ($250+/mo at $50K MRR). Users report it \"doesn't sync smoothly with any CRM\""}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|ChartMogul", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Data mismatch issues reported; limited revenue recovery features; jumps from free to $99/mo abruptly"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|ProfitWell/Paddle Retain", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell/Paddle Retain", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Churn accuracy complaints; non-customizable recovery emails; now bundled with Paddle ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|Heap", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Autocapture creates data volume bloat; dashboard usability complaints"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|Mixpanel", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Requires dedicated engineering time for proper event instrumentation; easy to get misled with bad data"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|Amplitude", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Expensive at scale; complex for non-technical users; free tiers create technical debt"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|RevPane", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "RevPane", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Expensive revenue tools | **RevPane** ($19/mo flat rate)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|PostHog", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Complex product analytics | **PostHog** (free tier, self-hostable)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|Metabase", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Build custom with **Metabase** or **Superset**"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|moonshot-small|Superset", "prompt": "c211-m6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Superset", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Build custom with **Metabase** or **Superset**"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|openai-small|Google Analytics 4", "prompt": "c211-m6", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Google Analytics 4 explicitly notes that reports and explorations can be sampled, and that high-cardinality reports can also collapse values into an \"(other)\" row."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Mixpanel", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most popular ones (e.g., Mixpanel, Amplitude, ChartMogul, Baremetrics) have strong user bases alongside typical complaints"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Amplitude", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Amplitude & Heap (Product Analytics)**: High costs for scale ... steep learning curves"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|ChartMogul", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ChartMogul (free to $120K ARR, revenue-focused)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Baremetrics", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "most popular ones (e.g., Mixpanel, Amplitude, ChartMogul, Baremetrics) have strong user bases"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Heap", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Amplitude & Heap (Product Analytics)**: High costs for scale"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Workday", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Workday", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Worst in data egress/performance benchmarks—restrictive APIs, slow pulls, and high fees for exports"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Gong", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Gong", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "requires heavy manual tweaks and add-ons like Clari ($500+/user/mo effective). High hidden costs."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Clari", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Clari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "add-ons like Clari ($500+/user/mo effective)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Datadog", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Datadog", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "If misapplied to pure SaaS KPIs, complaints about alert fatigue, high bills"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|New Relic", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "New Relic", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "If misapplied to pure SaaS KPIs, complaints about alert fatigue, high bills, and irrelevant devops focus"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|ProfitWell Metrics", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Recommended Starting Points: ProfitWell Metrics (free core, accurate Stripe sync)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|PostHog", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "PostHog (open-source, self-hosted option)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|xai-small|Looker Studio", "prompt": "c211-m6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Looker Studio (free BI aggregator)"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|zai-small|Cloudflare Analytics", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Cloudflare Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to Avoid Entirely ... Cloudflare Analytics ... Critical Data Inaccuracy"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|zai-small|Whatagraph", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Whatagraph", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to Avoid Entirely ... Whatagraph ... No Native SaaS Metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|zai-small|ChartMogul", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools to Approach with Caution ... ChartMogul ... Integration Issues"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|zai-small|Mixpanel", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Tools to Approach with Caution ... Mixpanel ... Poor Customer Service"}, {"id": "mai-20260918-0023-calibration_b|c211-m6|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best free option for core SaaS metrics with no usage limits."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|zai-small|Baremetrics", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong for SaaS-specific financial reporting with real-time Stripe sync and churn analysis."}, {"id": "mai-20260918-0023-calibration_b|c211-m6|zai-small|Databox", "prompt": "c211-m6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good all-in-one dashboard for teams pulling data from 100+ sources."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|alibaba-small|Baremetrics (formerly ProfitWell)", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics (formerly ProfitWell)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Baremetrics is widely considered the \"gold standard\" for SaaS dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|alibaba-small|Looker Studio", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have zero budget and love Excel:** Go with **Looker Studio**."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|alibaba-small|Supermetrics", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Supermetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You use **Supermetrics** (a middleware tool) to pull data from Stripe and your CRM into **Looker Studio**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|alibaba-small|ChartMogul", "prompt": "c211-s1", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Complex Payment Setups**ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|anthropic-small|Databox", "prompt": "c211-s1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Databox is an excellent choice for early to mid-stage B2B SaaS companies and agencies with lean RevOps functions"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|anthropic-small|Geckoboard", "prompt": "c211-s1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Geckoboard is a live dashboard tool built for SaaS teams that need a clear view of financial health, growth, and customer metrics in one place"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|anthropic-small|Metabase", "prompt": "c211-s1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is a good option if you prefer building custom dashboards from your own data."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|anthropic-small|Amplitude", "prompt": "c211-s1", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Amplitude's B2B SaaS dashboard offers a robust view of charts to help measure customer acquisition, user engagement, and event tracking"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|challenger-small|Databox", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best all-around SaaS metrics dashboard is usually **Databox**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|challenger-small|Baremetrics", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics** is the more focused fit"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|challenger-small|ChartMogul", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose ChartMogul** if you want a **dedicated subscription analytics** tool"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|challenger-small|Mixpanel", "prompt": "c211-s1", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Mixpanel** if your biggest need is **product analytics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|deepseek-small|ProfitWell / Paddle Retain", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell / Paddle Retain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If budget is tight, start with **ProfitWell/Paddle Retain** (free)"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|deepseek-small|Baremetrics", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Baremetrics** is the most commonly recommended pick"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|deepseek-small|ChartMogul", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have complex pricing, multiple billing systems, or investor requirements:** Go with **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|deepseek-small|Amplitude", "prompt": "c211-s1", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider pairing with or choosing a tool like **Amplitude**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|google-small|ChartMogul", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bootstrapped & Under $10K MRR** | **ChartMogul** (or ProfitWell) | It's 100% free at this stage, extremely accurate, and can grow with you all the way to enterprise-level."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|google-small|ProfitWell (by Paddle)", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Early-stage startups watching every dollar. ... **Free forever** for the core metrics dashboard."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|google-small|Baremetrics", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stripe-native & struggling with failed payments** | **Baremetrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|google-small|Databox", "prompt": "c211-s1", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Databox** | Connects all your SaaS apps into one consolidated screen"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|minimax-small|Databox", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need more flexibility and have other data sources, **Databox** is a great choice."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|minimax-small|ChartMogul", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **ChartMogul** or **Baremetrics** if you want something specifically built for SaaS metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|minimax-small|Baremetrics", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **ChartMogul** or **Baremetrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|minimax-small|Geckoboard", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: TV dashboards and team visibility"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|minimax-small|Amplitude", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: Product-led growth companies"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|minimax-small|Mixpanel", "prompt": "c211-s1", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Amplitude** (or Mixpanel)"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|mistral-small|Amplitude", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Databox** and **Amplitude** are the best choices due to their balance of affordability, ease of use, and comprehensive feature sets"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|mistral-small|Databox", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Databox** and **Amplitude** are the best choices"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|mistral-small|Saasdash.ai", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Saasdash.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a free or low-cost option, start with a template from Taskade or Saasdash.ai."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|mistral-small|Taskade", "prompt": "c211-s1", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Taskade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "there are free SaaS metrics dashboard templates available (e.g., Taskade)"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|ChartMogul", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** — *Best Overall Value*"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|Baremetrics", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Stripe-Native SaaS ... Baremetrics wins on UI/UX and built-in recovery tools"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|ProfitWell Metrics", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "*Best Free Option* ... **Completely free** for core metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|Cyfe", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Cyfe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Cyfe** | $29/month | Most affordable all-in-one solution |"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|Zite", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Zite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Zite** | $19/month | AI-built operational dashboards |"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|Databox", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Databox** | $79/month | Marketing & sales KPI tracking |"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|Google Looker Studio", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**ProfitWell** (free) + **Google Looker Studio** (free) for basic dashboards"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|moonshot-small|Porter Metrics", "prompt": "c211-s1", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Porter Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "| **Porter Metrics** | $14.99/month | Marketing-focused analytics |"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|openai-small|ChartMogul", "prompt": "c211-s1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|openai-small|Baremetrics", "prompt": "c211-s1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you also want **forecasting, revenue recovery, and richer finance ops** alongside the dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|openai-small|Mixpanel", "prompt": "c211-s1", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you mean **product analytics** rather than subscription finance metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|xai-small|ChartMogul", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My top pick for most small B2B SaaS companies: Start with ChartMogul (free tier covers essentials)"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|xai-small|Databox", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need broader KPIs, upgrade to Databox for its balance of affordability, integrations, and SaaS templates."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|xai-small|Google Looker Studio", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "+ Looker Studio (free visualization layer)"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|xai-small|Geckoboard", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Real-time TV/shared KPI visibility | ~$39-$149/mo ... Higher cost for small teams"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|xai-small|Klipfolio", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Custom formulas & client-facing dashboards | ~$90-$140/mo"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|xai-small|Amplitude", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These outperform general tools like Amplitude/Mixpanel (more product-focused, pricier for small teams)."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|xai-small|Mixpanel", "prompt": "c211-s1", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These outperform general tools like Amplitude/Mixpanel (more product-focused, pricier for small teams)."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProfitWell (Paddle Metrics)** is the best overall starting point for a small B2B SaaS"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|zai-small|ChartMogul", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Upgrade to ChartMogul** when you need deeper cohort analysis or multiple billing sources."}, {"id": "mai-20260918-0023-calibration_b|c211-s1|zai-small|Baremetrics", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Stripe\\u2011native, clean UI, real\\u2011time churn analysis"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|zai-small|Databox", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Add Databox or Geckoboard** when you want a unified KPI board"}, {"id": "mai-20260918-0023-calibration_b|c211-s1|zai-small|Geckoboard", "prompt": "c211-s1", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "direct", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For office TV dashboards, connect **Geckoboard** to ProfitWell/ChartMogul for visual KPIs."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|alibaba-small|Baremetrics", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My advice:** Start with **Baremetrics**."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|alibaba-small|ChartMogul", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ChartMogul is the robust alternative"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|alibaba-small|HubSpot", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are already using a CRM like HubSpot... do not underestimate the power of their reporting modules."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|alibaba-small|Pipedrive", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Pipedrive", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a CRM like HubSpot, Pipedrive, or Close.io"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|alibaba-small|Close.io", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Close.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a CRM like HubSpot, Pipedrive, or Close.io"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|alibaba-small|Excel / Google Sheets", "prompt": "c211-s2", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Excel / Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**\"We have almost zero budget.\"** | **Excel / Google Sheets** (Use a curated template)"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|anthropic-small|Baremetrics", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Baremetrics or ChartMogul connected to Stripe covers the core MRR/ARR/churn loop at low operational cost"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|anthropic-small|ChartMogul", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "ChartMogul provides clean, intuitive dashboards that make it easy to track SaaS metrics without needing technical expertise"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|anthropic-small|Mixpanel", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The recommended stack is Mixpanel or Amplitude for product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|anthropic-small|Amplitude", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mixpanel or Amplitude for product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|anthropic-small|Maxio", "prompt": "c211-s2", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Maxio provides investor-grade analytics with over 30 pre-built reports covering ARR, MRR, churn, and LTV"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|challenger-small|ChartMogul", "prompt": "c211-s2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul** or **Baremetrics** as the best first ARR analytics tool, with **ChartMogul** as the safer default"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|challenger-small|Baremetrics", "prompt": "c211-s2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ChartMogul** or **Baremetrics** as the best first ARR analytics tool"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|challenger-small|Maxio", "prompt": "c211-s2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Maxio** only if you already need heavier finance functionality like revenue recognition"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|challenger-small|Toolboks", "prompt": "c211-s2", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Toolboks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "more advanced tools like Toolboks/Maxio depending on complexity"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|deepseek-small|ChartMogul", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **ChartMogul** ... the best default choice for a small B2B subscription business"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|deepseek-small|Baremetrics", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A close competitor... Good if RevOps detail is your priority, but it's more expensive"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|deepseek-small|ProfitWell / Paddle Metrics", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great free option for tracking MRR/ARR, but more limited in depth"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|deepseek-small|Maxio", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More advanced enterprise-grade platforms. These are **overkill for a small business**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|deepseek-small|SaaSHero", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "SaaSHero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "These are **overkill for a small business**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|deepseek-small|Grid", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Grid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are **overkill for a small business**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|deepseek-small|Discern", "prompt": "c211-s2", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Discern", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "These are **overkill for a small business**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|google-small|ChartMogul", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul (Best Overall & Most Robust for B2B)"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|google-small|ProfitWell Metrics by Paddle", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics by Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ProfitWell Metrics by Paddle (Best 100% Free Option)"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|google-small|Baremetrics", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Baremetrics (Best for UX & Actionable Churn Insights)"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|google-small|Maxio", "prompt": "c211-s2", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "In this case, look at **Maxio**. It is designed specifically for B2B companies with complex, sales-led contracts"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|meta-small|ARRGuide", "prompt": "c211-s2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ARRGuide", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The recommended ARR analytics tool for a small B2B business is ARRGuide"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|meta-small|TekStack", "prompt": "c211-s2", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "TekStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include TekStack, which calculates ARR, MRR, NRR, GRR, and churn automatically"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|minimax-small|ChartMogul", "prompt": "c211-s2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ChartMogul** as the top choice"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|minimax-small|Baremetrics", "prompt": "c211-s2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Baremetrics**: Good if you need tools for reducing churn and recovering failed payments"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|minimax-small|ProfitWell/Paddle Retain", "prompt": "c211-s2", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell/Paddle Retain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Now part of Paddle, offers free core metrics and is simpler for early-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|mistral-small|ProfitWell Metrics", "prompt": "c211-s2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ProfitWell Metrics** is the top recommendation for ARR analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|mistral-small|Grid (formerly SaaSGrid)", "prompt": "c211-s2", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Grid (formerly SaaSGrid)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another free option for companies under $1M ARR, though it's a bit more involved to set up"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|moonshot-small|ProfitWell (now Paddle Retain)", "prompt": "c211-s2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (now Paddle Retain)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**ProfitWell** is also excellent if you want to stay on a free plan longer, though it has fewer advanced features."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|moonshot-small|ChartMogul", "prompt": "c211-s2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, I'd suggest starting with **ChartMogul's free tier**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|moonshot-small|Baremetrics", "prompt": "c211-s2", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're exclusively on Stripe and want a more polished interface with recovery features, **Baremetrics** is worth the investment."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|openai-small|Baremetrics", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Baremetrics** as the default first choice."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|openai-small|ChartMogul", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** if you want **deeper cohort analysis, CRM-style workflows, and stronger revenue analytics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|openai-small|Subscript", "prompt": "c211-s2", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Subscript", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Subscript** if you're a more finance-heavy B2B SaaS company ... though it tends to be pricier and quote-based."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|xai-small|ChartMogul", "prompt": "c211-s2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend ChartMogul as the top ARR analytics tool for a small B2B business."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|xai-small|Baremetrics", "prompt": "c211-s2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great real-time metrics (28+ including ARR/churn), but starts at $75/month (no free tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|xai-small|Stripe's built-in Analytics", "prompt": "c211-s2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Stripe's built-in Analytics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Basic MRR/ARR/churn views, but lacks advanced B2B segmentation, forecasting, or non-Stripe support."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|xai-small|ProfitWell (now Retentio by Stripe)", "prompt": "c211-s2", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ProfitWell (now Retentio by Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free core metrics, solid for starters, but lighter on B2B-specific ARR breakdowns."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|zai-small|ARRGuide (SaaS ARR Tracker & Retention Dashboard)", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ARRGuide (SaaS ARR Tracker & Retention Dashboard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑round recommendation: ARRGuide (SaaS ARR Tracker & Retention Dashboard)**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|zai-small|Pipedrive (Revenue Management System)", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Pipedrive (Revenue Management System)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "here are two strong alternatives:** 1. **Pipedrive (Revenue Management System)**"}, {"id": "mai-20260918-0023-calibration_b|c211-s2|zai-small|ScaleXP", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "ScaleXP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for finance teams needing board‑level reporting and deeper analytics."}, {"id": "mai-20260918-0023-calibration_b|c211-s2|zai-small|Maxio", "prompt": "c211-s2", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "paraphrase", "raw": "Maxio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Require full subscription billing + ASC 606 revenue recognition → **Maxio**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|alibaba-small|ProfitWell (by Paddle)", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **ProfitWell** (Free) to handle your revenue metrics."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|alibaba-small|ChartMogul", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upgrade to **Baremetrics** or **ChartMogul**."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|alibaba-small|Baremetrics", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Baremetrics is often cited as the most polished and intuitive interface"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|alibaba-small|PostHog", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Use **PostHog** (Free tier) for product analytics to save cash."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|alibaba-small|Mixpanel", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "While it gets expensive quickly, it remains the industry standard for event tracking."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|alibaba-small|Amplitude", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "generally requires more technical setup to implement correctly"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|alibaba-small|Databox", "prompt": "c211-s3", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider **Databox** to ensure your Customer Acquisition Cost (CAC) stays below your Lifetime Value"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ProfitWell is a free subscription metrics platform providing accurate MRR, churn, and LTV analytics ... making it accessible for early-stage SaaS companies"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Baremetrics", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "a subscription analytics platform designed for small to mid-sized SaaS businesses"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Geckoboard", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "one of the most affordable saas dashboards on this list"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Mixpanel", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "often the easier first product analytics tool for SaaS startups that want useful answers quickly"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Google Looker Studio", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the best fully free SaaS reporting tool for building custom dashboards from multiple data sources"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Metabase", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "one of the most practical BI tools for SaaS teams that need internal reporting without a heavy enterprise BI rollout"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Klipfolio", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "which is where tools like Klipfolio excel"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Tableau", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Business intelligence dashboards like Tableau and Looker visualize data from any company source"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|anthropic-small|Looker", "prompt": "c211-s3", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Business intelligence dashboards like Tableau and Looker visualize data from any company source"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|ChartMogul", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Need revenue metrics only:** **ChartMogul** or **Baremetrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|Baremetrics", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need revenue metrics only:** **ChartMogul** or **Baremetrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|ProfitWell/Paddle Metrics", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell/Paddle Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best early-stage option if you want no-cost metrics and simpler reporting"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|Mixpanel", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need product funnels and retention:** **Mixpanel**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|Amplitude", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best when you need more advanced product analysis and can handle more complexity"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|PostHog", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need an open-source, developer-friendly option:** **PostHog**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|Databox", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Need one dashboard across billing, marketing, and product:** **Databox**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|challenger-small|Klipfolio", "prompt": "c211-s3", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**cross-source dashboards** like **Databox** or **Klipfolio**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|deepseek-small|ChartMogul", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most small teams do best starting with **ChartMogul or ProfitWell for revenue metrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|deepseek-small|Baremetrics", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Clean Stripe experience + churn recovery** | Baremetrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|deepseek-small|ProfitWell Metrics (now part of Paddle)", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (now part of Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **ChartMogul or ProfitWell for revenue metrics** (both have great free tiers)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|deepseek-small|PostHog", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "paired with **PostHog or Mixpanel for product analytics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|deepseek-small|Mixpanel", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "paired with **PostHog or Mixpanel for product analytics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|deepseek-small|Amplitude", "prompt": "c211-s3", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Per-MTU model can get expensive fast ... more enterprise-oriented"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|ChartMogul", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ChartMogul** (on the free tier) to track your subscription revenue and cash flow."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|Baremetrics", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics is incredibly intuitive... it does not have a permanent free tier"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|PostHog", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**PostHog** (on the free tier) to handle your product analytics, view user session recordings, and deploy feature flags."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|Mixpanel", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The gold standard for event-based user tracking and funnel analysis."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|Databox", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A drag-and-drop dashboard builder that aggregates data from 70+ sources."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|Julius AI", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Julius AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "An AI-powered natural language database assistant."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|Hotjar", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Hotjar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Instead of buying Mixpanel (analytics) + Hotjar (replays) + LaunchDarkly (feature flags)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|LaunchDarkly", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "LaunchDarkly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mixpanel (analytics) + Hotjar (replays) + LaunchDarkly (feature flags)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|google-small|Google Analytics", "prompt": "c211-s3", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Google Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Instead of logging into Google Analytics, Stripe, HubSpot, and Mixpanel separately"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|minimax-small|ChartMogul", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Overall SaaS reporting with investor-grade metrics ... industry standard for subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|minimax-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zero budget:** ProfitWell Metrics (free) or ChartMogul (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|minimax-small|Baremetrics", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stripe-focused:** Baremetrics or ChartMogul"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|minimax-small|Databox", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need multi-tool integration:** Databox"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|minimax-small|Churnkey", "prompt": "c211-s3", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Churnkey", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Baremetrics (add-on) or standalone tools like Churnkey"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|mistral-small|Databox", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or Databox for a broader dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|mistral-small|ChartMogul", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Revenue-focused: ChartMogul, Baremetrics, ProfitWell"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|mistral-small|Baremetrics", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with a free tool like ProfitWell or Baremetrics if you need basic subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|mistral-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with a free tool like ProfitWell or Baremetrics if you need basic subscription metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|mistral-small|Mixpanel", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If product analytics are critical, Mixpanel or Kissmetrics are strong choices."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|mistral-small|Kissmetrics", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Kissmetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If product analytics are critical, Mixpanel or Kissmetrics are strong choices."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|mistral-small|Power BI", "prompt": "c211-s3", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Business intelligence: Power BI (custom reporting, data modeling)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|ChartMogul", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **ProfitWell (free)** or **ChartMogul (free up to $10K MRR)** for core metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|Baremetrics", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then graduating to **Baremetrics** or staying with **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **ProfitWell (free)** or **ChartMogul (free up to $10K MRR)**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|Databox", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need marketing + sales + revenue data combined | **Databox**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|Mixpanel", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want to track user behavior/feature usage | **Mixpanel** or **PostHog**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|Amplitude", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mixpanel / Amplitude / PostHog** - **Best for**: Product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|PostHog", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**PostHog** is the best open-source/free alternative for product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|Power BI", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Have a data team and want full control | **Metabase** or **Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|Looker Studio", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Looker Studio (free + paid connectors)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|moonshot-small|Metabase", "prompt": "c211-s3", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Have a data team and want full control | **Metabase** or **Power BI**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|openai-small|PostHog", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: **small technical teams that want an all-in-one stack** ... Strongest \"batteries included\" option"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|openai-small|Mixpanel", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Need best-in-class event analytics UI:** **Mixpanel**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|openai-small|Amplitude", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Want a scalable analytics platform with a generous free/startup path:** **Amplitude**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|openai-small|ChartMogul", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: **SaaS revenue metrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|openai-small|Baremetrics", "prompt": "c211-s3", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: **simple subscription metrics and quick visibility into recurring revenue**"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|xai-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Quick pick: Start with **ProfitWell** (free entry)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|xai-small|ChartMogul", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong on cohort analysis, segmentation (by plan/country), ARPA, NRR, and built-in CRM"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|xai-small|Baremetrics", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add **Baremetrics** for polish"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|xai-small|Databox", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Databox** if blending metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|xai-small|Mixpanel", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Product-focused: funnels, retention cohorts, user behavior—not pure revenue"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|xai-small|PostHog", "prompt": "c211-s3", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "(or PostHog for free/open-source alt)"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you have no budget:** Start with **ProfitWell**. It gives you the core SaaS metrics (MRR, Churn, LTV) for free."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|ChartMogul", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Use **ChartMogul** for the data and **Google Data Studio (Looker Studio)** for the free dashboard."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|Baremetrics", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Teams wanting forecasting and cancellation surveys."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|Databox", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want a \"One-Stop-Shop\":** Get **Databox**."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|PostHog", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "It is a great alternative to Mixpanel if you want to save money."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|Amplitude", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Amplitude is the most powerful tool available, though it can be overkill for a very small team."}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|Mixpanel", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "a great alternative to Mixpanel if you want to save money"}, {"id": "mai-20260918-0023-calibration_b|c211-s3|zai-small|Google Data Studio (Looker Studio)", "prompt": "c211-s3", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "comparative", "raw": "Google Data Studio (Looker Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Google Data Studio (Looker Studio)** for the free dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|alibaba-small|Looker Studio", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One (and Completely Free): Looker Studio ... this is the gold standard for startups"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|alibaba-small|PostHog", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Use **PostHog** (Free tier) for product data."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|alibaba-small|ChartMogul", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Financial Metrics (MRR/Churn): ChartMogul"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|alibaba-small|Databox", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for \"Executive View\" (Visuals): Databox"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|alibaba-small|Google Sheets", "prompt": "c211-s4", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Sheets", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Build a mock-up in **Excel/Google Sheets** manually once a week."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|anthropic-small|Google Looker Studio", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Google Looker Studio** if you're already using Google products, or **Metabase** if you have technical resources."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|anthropic-small|ProfitWell", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For pre-revenue to $10K MRR companies, starting with ProfitWell (free) or Google Looker Studio is recommended."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|anthropic-small|Metabase", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "or **Metabase** if you have technical resources. These offer powerful capabilities without ongoing costs."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|anthropic-small|Geckoboard", "prompt": "c211-s4", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Geckoboard's** $72/month entry point is reasonable for its features."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|challenger-small|Google Looker Studio", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is **Google Looker Studio** if you want a **fully free, flexible dashboard**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|challenger-small|ChartMogul", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**ChartMogul** is the strongest budget-friendly option because it has a **free tier up to $120K ARR**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|challenger-small|Databox", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Databox** if you want a broader business dashboard and can spend a bit more"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|challenger-small|Geckoboard", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Geckoboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cheapest real SaaS dashboard** | **Geckoboard** | Starting at **$39/month**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|challenger-small|ProfitWell / Paddle Metrics", "prompt": "c211-s4", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free core MRR metrics, but with narrower billing support"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|deepseek-small|ProfitWell Metrics (now Paddle Metrics)", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Free Option (start here): ProfitWell Metrics (now Paddle Metrics)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|deepseek-small|Baremetrics", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong budget pick once you outgrow free: Baremetrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|deepseek-small|ChartMogul", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "free up to ~$10K MRR/$120K ARR; better if you have multiple billing systems"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|deepseek-small|Databox", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "great all-in-one dashboard that pulls from 100+ sources and ships prebuilt SaaS templates"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|deepseek-small|Google Looker Studio (formerly Data Studio)", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio (formerly Data Studio)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "totally free if you're on a DIY budget and comfortable building your own dashboard"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|deepseek-small|Funnel.io", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Funnel.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "some cheaper tools (like Funnel.io) removed their free plans"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|deepseek-small|Mention", "prompt": "c211-s4", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mention", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "others (like Mention) jumped to $599/month, so verify current pricing before committing"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|google-small|ProfitWell Metrics (by Paddle)", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (by Paddle)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you just want **financial/subscription metrics** (MRR, LTV, churn) with zero setup: Go with **ProfitWell Metrics**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|google-small|ChartMogul", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are **under $10k MRR** and want the absolute cleanest subscription reporting interface: Contact support at **ChartMogul**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|google-small|Stripe Dashboard (Built-in)", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Stripe Dashboard (Built-in)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is relatively basic. It won't give you deep cohort insights"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|google-small|Databox", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Databox allows you to pull data from Google Analytics, Stripe, HubSpot, and Facebook Ads into a single, beautifully designed screen."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|google-small|PostHog", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need to track **how users behave inside your software**: Install **PostHog**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|google-small|Mixpanel", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mixpanel is widely considered the best interface for tracking user journeys, retention curves, and conversions."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|google-small|Google Looker Studio (formerly Data Studio) + Google Sheets", "prompt": "c211-s4", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio (formerly Data Studio) + Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cost:** **100% Free**... you can connect Google Sheets to Looker Studio to build highly customized, interactive charts."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|meta-small|Databox", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best SaaS metrics dashboard for a small company with a tight budget is Databox, which offers a free plan"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|meta-small|ChartMogul", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics like MRR and churn"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|meta-small|Baremetrics", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include ChartMogul and Baremetrics for subscription metrics like MRR and churn"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|meta-small|Mixpanel", "prompt": "c211-s4", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "and Mixpanel for product analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|minimax-small|ProfitWell Metrics (now Paddle Metrics)", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best option for tight budgets — it's completely free with no revenue cap."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|minimax-small|ChartMogul", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** (free tier) or **Databox** ($64/month) are solid next steps."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|minimax-small|Databox", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for all-in-one dashboards that pull data from multiple sources"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|minimax-small|Taskade Genesis", "prompt": "c211-s4", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers free SaaS metrics dashboard templates with embedded AI analyst agents"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|mistral-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Completely free for core SaaS metrics like MRR, churn, and LTV, with no usage limits. It's highly recommended"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|mistral-small|ChartMogul", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "go with **ProfitWell** or **ChartMogul** (depending on your MRR)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|mistral-small|Databox", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For a low-cost paid option with more features, **Databox** is a strong choice."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|mistral-small|Baremetrics", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "paid plans start around $200/month after a certain MRR threshold"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|mistral-small|Taskade Genesis", "prompt": "c211-s4", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free live dashboards with templates for SaaS metrics, starting at $10/month for Pro features."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|moonshot-small|ProfitWell (now Paddle Metrics)", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell (now Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with ProfitWell** — it's purpose-built for SaaS, completely free"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|moonshot-small|ChartMogul", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ChartMogul** has the best free tier for scaling"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|moonshot-small|Metabase", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Metabase** gives you unlimited customization if you have technical resources"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|moonshot-small|Google Looker Studio", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for Marketing & Simple Dashboards - **Cost:** **100% FREE**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|moonshot-small|Databox", "prompt": "c211-s4", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best All-in-One (Paid but Affordable)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|openai-small|SaaSBoard", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "SaaSBoard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "A strong low-cost option is a template like **SaaSBoard**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|openai-small|SaaS KPI Dashboard", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "SaaS KPI Dashboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "a more purpose-built open-source KPI dashboard such as **SaaS KPI Dashboard** on GitHub"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|openai-small|ChartMogul", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best no-code commercial pick:** a subscription analytics platform like ChartMogul-style tools, if you can justify the recurring cost"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|openai-small|Baremetrics", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they're typically much more expensive than open-source options"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|openai-small|SaaSGrid", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "SaaSGrid", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they're typically much more expensive than open-source options"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|openai-small|saaslens", "prompt": "c211-s4", "model": "openai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "saaslens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "a SaaS management tool like **saaslens** to find unused subscriptions and cut costs"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|xai-small|ProfitWell Metrics", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best SaaS metrics dashboard is ProfitWell Metrics (now part of Paddle), as it's completely free"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|xai-small|Google Looker Studio", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Fully free BI tool. Pulls data from Stripe, Google Analytics, etc., via connectors."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|xai-small|ChartMogul free tier", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul free tier", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Excellent for revenue analytics; scales until you grow."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|xai-small|PostHog", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Open-source/self-host option in PostHog keeps it free forever."}, {"id": "mai-20260918-0023-calibration_b|c211-s4|xai-small|Mixpanel", "prompt": "c211-s4", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "1M+ events/mo for product analytics (funnels, retention)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|Databox", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Databox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small company on a tight budget, the best all‑round option is **Databox** (free plan → $64/month)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|Looker Studio", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the absolute‑zero‑cost stack is **Looker Studio + ProfitWell Metrics + ChartMogul Free**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|ProfitWell Metrics", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the absolute‑zero‑cost stack is **Looker Studio + ProfitWell Metrics + ChartMogul Free**"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|ChartMogul Free", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "ChartMogul Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Revenue‑only focus:** ChartMogul Free (up to $120K ARR)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|PostHog", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(or PostHog if you need product analytics)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|Mixpanel Free", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Mixpanel Free", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Product‑only focus:** PostHog Free (1M events/mo) or Mixpanel Free (1M events/mo)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|Metabase (self‑hosted OSS)", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Metabase (self‑hosted OSS)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Free, but you manage the infrastructure... Only self‑host Metabase if you have the technical bandwidth"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|Taskade Genesis Pro", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Taskade Genesis Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Low cost, all‑in‑one: Databox (free → $64/mo) or Taskade Genesis Pro ($10/mo)"}, {"id": "mai-20260918-0023-calibration_b|c211-s4|zai-small|Zoho Analytics", "prompt": "c211-s4", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "budget", "raw": "Zoho Analytics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Zoho Analytics** (free tier 2 users, 10K rows) or **Taskade Genesis Pro** ($10/mo)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|alibaba-small|Gainsight", "prompt": "c211-s5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Gainsight", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Gainsight: Powerful but expensive. Overkill for some 30-person teams unless you’re heavily focused on CS."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|alibaba-small|Catalyst.io", "prompt": "c211-s5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Catalyst.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Catalyst.io: Good for mid-market, affordable."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|alibaba-small|ChartMogul", "prompt": "c211-s5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "ChartMogul: Excellent for MRR/ARR tracking, integrates with Stripe."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|alibaba-small|Paddle", "prompt": "c211-s5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Paddle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Paddle: If you handle payments in-house."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|alibaba-small|Looker Studio", "prompt": "c211-s5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Looker Studio (Free): Pull data from Stripe + HubSpot/Salesforce. Great for low-cost startups."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|alibaba-small|Databox", "prompt": "c211-s5", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Databox: Connects multiple sources for simple dashboards."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|deepseek-small|ChartMogul", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "ChartMogul has the best free tier for a startup planning to scale"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|deepseek-small|Baremetrics", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Baremetrics wins on simplicity for Stripe-native teams"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|deepseek-small|ProfitWell / Paddle Metrics", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ProfitWell is the free option if core metrics are all you need"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|deepseek-small|Paddle Retain", "prompt": "c211-s5", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Paddle Retain", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Dunning/failed-payment recovery (if you're on Paddle)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Snowflake", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Snowflake", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not have the resources to waste on a massive data engineering project** (like building a custom data warehouse with Snowflake, dbt, and Looker)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|dbt", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "dbt", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "massive data engineering project** (like building a custom data warehouse with Snowflake, dbt, and Looker)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Looker", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "massive data engineering project** (like building a custom data warehouse with Snowflake, dbt, and Looker)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Baremetrics", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tools like *ChartMogul* or *Baremetrics* allow you to connect a Stripe read-only API key and will generate a fully functioning dashboard in under 10 minutes."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|ChartMogul", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "*Best tools:* **ChartMogul**, **Baremetrics**, or **ProfitWell/Paddle**."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Metabase", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "you might want a tool that allows for custom SQL queries or drag-and-drop metrics (e.g., Metabase, Databox, or Chartsy)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Databox", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "*Best tools:* **HubSpot**, **Databox**, or **HockeyStack**."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Chartsy", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Chartsy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "custom SQL queries or drag-and-drop metrics (e.g., Metabase, Databox, or Chartsy)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|ProfitWell", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "*Best tools:* **ChartMogul**, **Baremetrics**, or **ProfitWell/Paddle**."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Mixpanel", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "*Best tools:* **Mixpanel**, **Amplitude**, or **June.so** (very startup-friendly)."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|Amplitude", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Amplitude", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "*Best tools:* **Mixpanel**, **Amplitude**, or **June.so**"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|June.so", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "June.so", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**June.so** (very startup-friendly)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|HubSpot", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "*Best tools:* **HubSpot**, **Databox**, or **HockeyStack**."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|google-small|HockeyStack", "prompt": "c211-s5", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "HockeyStack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "*Best tools:* **HubSpot**, **Databox**, or **HockeyStack**."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|meta-small|Flowjam's SaaS Metrics Dashboard Template", "prompt": "c211-s5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Flowjam's SaaS Metrics Dashboard Template", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some popular SaaS metrics dashboard templates and tools include:"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|meta-small|Databox's SaaS Dashboard Templates", "prompt": "c211-s5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox's SaaS Dashboard Templates", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Databox's SaaS Dashboard Templates"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|meta-small|Amplitude's SaaS Metrics Dashboard Template", "prompt": "c211-s5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Amplitude's SaaS Metrics Dashboard Template", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Amplitude's SaaS Metrics Dashboard Template"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|meta-small|Retentioncheck's SaaS Metrics Dashboard Guide", "prompt": "c211-s5", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Retentioncheck's SaaS Metrics Dashboard Guide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Retentioncheck's SaaS Metrics Dashboard Guide"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|ChartMogul", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**All-in-One:** ChartMogul, ProfitWell Metrics, Baremetrics, SaaSOptics"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|ProfitWell Metrics", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**All-in-One:** ChartMogul, ProfitWell Metrics, Baremetrics, SaaSOptics"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Baremetrics", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**All-in-One:** ChartMogul, ProfitWell Metrics, Baremetrics, SaaSOptics"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|SaaSOptics", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "SaaSOptics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**All-in-One:** ChartMogul, ProfitWell Metrics, Baremetrics, SaaSOptics"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Mode", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Analytics + Dashboards:** Mode, Looker, Tableau, Power BI (if you have data teams)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Looker", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Looker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Analytics + Dashboards:** Mode, Looker, Tableau, Power BI (if you have data teams)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Tableau", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Tableau", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Analytics + Dashboards:** Mode, Looker, Tableau, Power BI (if you have data teams)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Power BI", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Power BI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Power BI (if you have data teams)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|HubSpot", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**CRM + Metrics:** HubSpot, Salesforce (with custom dashboards)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Salesforce", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Salesforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**CRM + Metrics:** HubSpot, Salesforce (with custom dashboards)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Metabase", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Metabase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Open Source:** Metabase, Superset (if you want to build your own)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|mistral-small|Superset", "prompt": "c211-s5", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Superset", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Open Source:** Metabase, Superset (if you want to build your own)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|moonshot-small|ChartMogul", "prompt": "c211-s5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "tools like **ChartMogul**, **Baremetrics**, **ProfitWell**, and **Mixpanel** are commonly used"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|moonshot-small|Baremetrics", "prompt": "c211-s5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like **ChartMogul**, **Baremetrics**, **ProfitWell**, and **Mixpanel** are commonly used"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|moonshot-small|ProfitWell", "prompt": "c211-s5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ProfitWell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "tools like **ChartMogul**, **Baremetrics**, **ProfitWell**, and **Mixpanel** are commonly used"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|moonshot-small|Mixpanel", "prompt": "c211-s5", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "tools like **ChartMogul**, **Baremetrics**, **ProfitWell**, and **Mixpanel** are commonly used"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|xai-small|Baremetrics", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Baremetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Test 3-5 options (e.g., Baremetrics, ChartMogul, Databox, Klipfolio, or full suites like Mixpanel/Customer.io)"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|xai-small|ChartMogul", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "ChartMogul", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Test 3-5 options (e.g., Baremetrics, ChartMogul, Databox, Klipfolio..."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|xai-small|Databox", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Databox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Test 3-5 options (e.g., Baremetrics, ChartMogul, Databox, Klipfolio..."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|xai-small|Klipfolio", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Klipfolio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Test 3-5 options (e.g., Baremetrics, ChartMogul, Databox, Klipfolio..."}, {"id": "mai-20260918-0023-calibration_b|c211-s5|xai-small|Mixpanel", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Mixpanel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or full suites like Mixpanel/Customer.io"}, {"id": "mai-20260918-0023-calibration_b|c211-s5|xai-small|Customer.io", "prompt": "c211-s5", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "scale", "raw": "Customer.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "or full suites like Mixpanel/Customer.io"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|Baremetrics", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Why be cautious: Baremetrics is widely regarded as having the best UI, but its pricing model starts relatively high"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|RevPane", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "RevPane", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "look for flat-rate tools (like **RevPane**)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|Stripe's built-in analytics", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe's built-in analytics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Primary Tool:** Stick to **Stripe Billing Dashboard**. It is free, accurate, and covers 80% of what you need."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|ChartMogul", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "their paid plans jump significantly once you exceed the free limit"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|ProfitWell (by Paddle)", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (by Paddle)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they push you heavily toward using **Paddle Checkout** ... do not change your entire payment stack just to unlock better analytics"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|Snowflake", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Snowflake", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid custom stacks until you are raising VC funding or hiring a dedicated Data Engineer."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|dbt", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "dbt", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid custom stacks until you are raising VC funding"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|Metabase/Looker", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Metabase/Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Custom Dashboards (Snowflake + dbt + Metabase/Looker) ... Avoid custom stacks"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|Raw Google Analytics", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Raw Google Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid \"Vanity Metric\" Tools ... Standard web analytics track page views and bounce rates. These do **not** tell you if your business is healthy."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|Geckoboard", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Secondary Tool:** Use **Geckoboard** or **Google Looker Studio** (Free) to visualize Stripe data simply."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|alibaba-small|Google Looker Studio", "prompt": "c211-s6", "model": "alibaba-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Use **Geckoboard** or **Google Looker Studio** (Free) to visualize Stripe data simply."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|anthropic-small|FullStory", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "FullStory", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "FullStory becomes expensive quickly as session volumes increase... session replay pricing that can be prohibitive for high-traffic applications."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|anthropic-small|Mixpanel", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Mixpanel's pricing model becomes expensive for high-traffic applications with millions of monthly events."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|anthropic-small|Amplitude", "prompt": "c211-s6", "model": "anthropic-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Amplitude can become expensive quickly as monthly tracked users (MTU) grow."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|challenger-small|GA4", "prompt": "c211-s6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GA4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "GA4 is described as useful for acquisition and web traffic, but not as a primary product analytics or metric-governance platform"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|challenger-small|Slack", "prompt": "c211-s6", "model": "challenger-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "such as Slack plus separate task managers, or paid calendars plus premium video tools, when a small team does not need all the features"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Heap", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise attribution platforms (e.g., ... warehouse-native BI tools like Heap, Amplitude, Segment, or full Rippling/Tableau setups) are designed for scale-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Amplitude", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "warehouse-native BI tools like Heap, Amplitude, Segment ... are designed for scale-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Segment", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Segment", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "warehouse-native BI tools like Heap, Amplitude, Segment ... designed for scale-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Tableau", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "full Rippling/Tableau setups) are designed for scale-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|GA4", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GA4", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Under ~$1M ARR, GA4, your CRM's native reporting, and a free metrics tier are usually enough."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|ProfitWell / Paddle Metrics", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell / Paddle Metrics", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Under $50K MRR, Stripe-only: Use ProfitWell (free) or Stripe Dashboard. Don't pay yet."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Baremetrics", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Be cautious of: Baremetrics/ChartMogul paid tiers before you outgrow free options"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|ChartMogul", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "its extra data-model depth is a luxury you don't need yet"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Plausible", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Plausible, Fathom, PostHog are fine privacy-first alternatives, but make sure you're not buying them to solve a funnel/attribution problem you haven't defined."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Fathom", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "fine privacy-first alternatives, but make sure you're not buying them to solve a funnel/attribution problem you haven't defined"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|PostHog", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Plausible, Fathom, PostHog are fine privacy-first alternatives"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|deepseek-small|Stripe Dashboard", "prompt": "c211-s6", "model": "deepseek-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Dashboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Use ProfitWell (free) or Stripe Dashboard. Don't pay yet."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Maxio/SaaSOptics", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Maxio/SaaSOptics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "approach the following SaaS metrics tools and categories with caution, or avoid them altogether: ### 1. Enterprise Revenue Operations Suites (e.g., Maxio/SaaSOptics, Zuora, Ordway)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Zuora", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zuora", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise Revenue Operations Suites (e.g., Maxio/SaaSOptics, Zuora, Ordway) ... Annual contract minimums often start in the thousands of dollars"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Ordway", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Ordway", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise Revenue Operations Suites (e.g., Maxio/SaaSOptics, Zuora, Ordway)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Paddle Retain / ProfitWell Retain", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Paddle Retain / ProfitWell Retain", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "decline the Retain upsell and opt for flat-rate dunning alternatives"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|ProfitWell Metrics", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell Metrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "free ProfitWell Metrics) for your revenue numbers"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|ChurnRecovery", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChurnRecovery", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "opt for flat-rate dunning alternatives (like ChurnRecovery or Recurflux)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Recurflux", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Recurflux", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "opt for flat-rate dunning alternatives (like ChurnRecovery or Recurflux)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Baremetrics", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While Baremetrics has a gorgeous UI, its pricing structure can quickly punish a growing small business."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Stripe Revenue Recognition", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Revenue Recognition", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Why to be cautious: It is highly tempting to use Stripe's native tools ... Lack of Portability (Ecosystem Lock-in)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Stripe Sigma", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Sigma", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Stripe Sigma charges per-query fees and a fee per credit card transaction, which scales poorly"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Mixpanel", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Do not attempt to use these platforms to calculate core financial SaaS metrics like MRR, ARR, and Churn."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Amplitude", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "Do not attempt to use these platforms to calculate core financial SaaS metrics"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Looker", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Trying to code this logic yourself into a BI tool (like Looker or Tableau) ... requires heavy, ongoing engineering resources"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|Tableau", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 14, "ev": "Trying to code this logic yourself into a BI tool (like Looker or Tableau)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|ChartMogul Launch", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "Use a free tier from a dedicated metrics aggregator like **ChartMogul Launch**."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|PostHog", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "use separate, lightweight product analytics tools (like PostHog or June.so)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|google-small|June.so", "prompt": "c211-s6", "model": "google-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "June.so", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "lightweight product analytics tools (like PostHog or June.so)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|ManyChat", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ManyChat", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "tools that small businesses should avoid or be cautious about. Some of the tools mentioned include ManyChat, Slack, Trello/Asana, Calendly, and Zoom Pro."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|Slack", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Slack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should avoid or be cautious about. Some of the tools mentioned include ManyChat, Slack, Trello/Asana, Calendly, and Zoom Pro."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|Trello/Asana", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Trello/Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "tools mentioned include ManyChat, Slack, Trello/Asana, Calendly, and Zoom Pro."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|Calendly", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Calendly", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "tools mentioned include ManyChat, Slack, Trello/Asana, Calendly, and Zoom Pro."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|Zoom Pro", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Zoom Pro", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "tools mentioned include ManyChat, Slack, Trello/Asana, Calendly, and Zoom Pro."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|GoHighLevel", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "GoHighLevel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The results also suggest alternative tools such as GoHighLevel, ClickUp, TidyCal, and Google Meet."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|ClickUp", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ClickUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The results also suggest alternative tools such as GoHighLevel, ClickUp, TidyCal, and Google Meet."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|TidyCal", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "TidyCal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "alternative tools such as GoHighLevel, ClickUp, TidyCal, and Google Meet."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|meta-small|Google Meet", "prompt": "c211-s6", "model": "meta-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Meet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "alternative tools such as GoHighLevel, ClickUp, TidyCal, and Google Meet."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|minimax-small|Amplitude", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Amplitude** ($732+/year) and **Mixpanel** ($300+/year) are often overkill for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|minimax-small|Mixpanel", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "often overkill for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|minimax-small|ChartMogul", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoid tools like **ChartMogul** unless you have... Users have reported data mismatches and accuracy issues with ChartMogul in simpler setups."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|minimax-small|ProfitWell", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Most small businesses should start with free tools (ProfitWell, ChartMogul's free tier, PostHog)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|minimax-small|Looker Studio", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pre-revenue | ProfitWell (free), Looker Studio"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|minimax-small|PostHog", "prompt": "c211-s6", "model": "minimax-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$0-$100K ARR | ChartMogul (free), PostHog (free)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|mistral-small|Mosaic", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mosaic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "tools like Mosaic can cost upwards of $72,000 per year, which is far beyond the budget of most small businesses"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|mistral-small|ChartMogul", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Even mid-tier tools like ChartMogul and Baremetrics start at $100–$129/month, which may not be justified"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|mistral-small|Baremetrics", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Even mid-tier tools like ChartMogul and Baremetrics start at $100–$129/month, which may not be justified"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|mistral-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For pre-revenue or very small teams: Use free tools like ProfitWell (Paddle Metrics) or Stripe Dashboard."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|mistral-small|Stripe Dashboard", "prompt": "c211-s6", "model": "mistral-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Dashboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Use free tools like ProfitWell (Paddle Metrics) or Stripe Dashboard."}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|HubSpot", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "HubSpot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why to avoid:** \"Insanely, ridiculously expensive\""}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Baremetrics", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be cautious:** Starts at $108/month and scales aggressively with your MRR"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Mention", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mention", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** Moved upmarket with annual-only billing starting at **$599/month**"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Funnel.io", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Funnel.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** Removed their free plan; Starter plan now starts at **$200/month**"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Mixpanel", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Why to be cautious:** While they offer a free tier (20M events), paid plans start around **$300+/year** and can escalate quickly"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Hotjar", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Hotjar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "At **$468/year**, some users find it overpriced"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Power BI", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Why to avoid for small businesses:** These are enterprise BI platforms that are overkill until you hit **$1M+ ARR**"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Tableau", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise BI platforms that are overkill until you hit **$1M+ ARR**"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|ProfitWell (Paddle Metrics)", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell (Paddle Metrics)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Core SaaS metrics (MRR, churn) | ProfitWell (Paddle Metrics) | **Free**"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|ChartMogul", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Subscription analytics | ChartMogul | **Free** up to $120K ARR"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Looker Studio", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Basic dashboard | Looker Studio (formerly Data Studio) | **Free**"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Geckoboard", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Geckoboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Simple KPI dashboard | Geckoboard | $39/month"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|PostHog", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Product analytics | PostHog (self-hosted) | **Free**"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|moonshot-small|Plausible", "prompt": "c211-s6", "model": "moonshot-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Privacy-focused analytics | Plausible | $9/month"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Paddle Retain", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Paddle Retain", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "should prioritize free or low-cost SaaS metrics tools like Paddle Retain (formerly ProfitWell Metrics, free forever for core metrics)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Stripe Dashboard", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Dashboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Under $5K MRR: Stripe Dashboard + Sheets (free)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Google Sheets", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Google Sheets for basics"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Amplitude", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to **Avoid**... **Amplitude** | Advanced product analytics with massive event volume pricing; steep learning curve"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|PostHog", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "PostHog (generous free tier, open-source)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Plausible", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Plausible (~$9-20/mo for web analytics)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Mixpanel", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "event-based pricing explodes with growth; high learning curve for non-engineers"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|ChartMogul", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "but starts at scale ($129+/mo); overkill if Stripe-only or low ARR"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Baremetrics", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Excellent for Stripe metrics, but $129-499/mo for growth features"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Stripe Sigma", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Stripe Sigma", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Paddle Retain free or Stripe Sigma (~$20-50/mo queries)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Looker/Tableau/Power BI", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker/Tableau/Power BI", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Enterprise BI tools with steep learning curves (e.g., SQL/LookML needed); not SMB-friendly without data teams"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Metabase", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Metabase (self-hosted free)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Looker Studio", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Looker Studio (free Google tool)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Heap", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Tools like Heap, Amplitude, or ThoughtSpot demand engineering time"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|ThoughtSpot", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ThoughtSpot", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Tools like Heap, Amplitude, or ThoughtSpot demand engineering time"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|xai-small|Databox", "prompt": "c211-s6", "model": "xai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Databox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "pick easy ones (e.g., Databox for dashboards)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Amplitude", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Amplitude", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Overpriced enterprise tools** (Amplitude, Userpilot, Pendo, Heap high‑tier, Salesforce Analytics, Tableau Creator/Premium)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|PostHog", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "PostHog", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Product analytics:** PostHog (hosted free tier, open‑source), Mixpanel (free plan up to 100K MTUs, $25/mo growth tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Mixpanel", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Mixpanel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Product analytics:** PostHog (hosted free tier, open‑source), Mixpanel (free plan up to 100K MTUs, $25/mo growth tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Userpilot", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Userpilot", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Userpilot** – starts at **$299/month** | • High monthly cost for a single product‑analytics/UX tool"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Hotjar", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Hotjar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Session replay:** Hotjar (free tier), PostHog (built‑in)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Pendo", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Pendo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Pendo** – starts at **$583.33/month** | • One of the most expensive product‑analytics tools"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Heap", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Heap", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Heap** – high‑end plans | • Autocapture analytics but pricing grows quickly"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Salesforce Analytics", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Salesforce Analytics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Require massive upfront investment"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Tableau (Creator/Premium)", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Tableau (Creator/Premium)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "**Overpriced enterprise tools** (... Salesforce Analytics, Tableau Creator/Premium)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Looker Studio", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker Studio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**BI/dashboards:** Looker Studio (free), Metabase (free), Power BI (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Metabase", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Metabase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Metabase** (free)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Power BI", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "**Power BI** (free tier available)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Power BI Premium", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Power BI Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Power BI Premium** | • Pricing scales with user seats and compute capacity<br>• Overkill for a small team"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Looker", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Looker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Legacy BI platforms** (e.g., older versions of Tableau, Power BI, Looker) | • Struggle with SaaS realities"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|ChartMogul", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ChartMogul", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "**Revenue analytics:** ChartMogul (free under $120K ARR), ProfitWell (free core metrics), Baremetrics (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|ProfitWell", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "ProfitWell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "ProfitWell (free core metrics)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Baremetrics", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Baremetrics", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Baremetrics (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Google Analytics 4", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Google Analytics 4", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "**Basic web analytics** (GA4) as your primary SaaS metrics tool"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Plausible", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Plausible", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "**Web analytics:** Plausible or Fathom (privacy‑focused, lightweight)"}, {"id": "mai-20260918-0023-calibration_b|c211-s6|zai-small|Fathom", "prompt": "c211-s6", "model": "zai-small", "cat": "saas-metrics-and-analytics", "variant": "negative", "raw": "Fathom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "**Plausible** or **Fathom** (privacy‑focused, lightweight)"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|alibaba-small|Coupa", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Coupa** if you want total control over corporate spending and approvals."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|alibaba-small|SAP Ariba", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Companies already deeply entrenched in the SAP ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|alibaba-small|Bill.com", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "It is widely considered the leader in simplicity."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|alibaba-small|Tipalti", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Tipalti** if your primary pain point is paying international vendors"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|alibaba-small|VersaPay", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "VersaPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose VersaPay** if you need to automate existing vendor relationships"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|alibaba-small|Rossum", "prompt": "c215-l1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Rossum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "An AI platform designed to read messy, non-standard invoices with high accuracy"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|anthropic-small|Basware", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Basware is recognized as a Leader in the 2026 Gartner Magic Quadrant for Accounts Payable Applications and serves multinationals**, making it a strong choice for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|anthropic-small|Coupa", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "ideal for large organizations with complex, high-volume accounts payable operations requiring centralized control"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|anthropic-small|Ramp Bill Pay", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recognized as the #1 easiest accounts payable software with a 4.8 out of 5 stars rating on G2"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|anthropic-small|Tipalti", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "supports a wide range of payment methods and currencies, enabling efficient management of global payables"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|anthropic-small|Medius", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Medius is an AP and spend management suite for mid-market and enterprise finance teams"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|anthropic-small|SAP Ariba", "prompt": "c215-l1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "better served by Coupa, SAP Ariba, or Tipalti"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|challenger-small|Coupa", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a single \"best\" pick, **Coupa** is the safest default for a large enterprise"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|challenger-small|SAP Ariba/Concur", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Ariba/Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best for SAP-centric enterprises"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|challenger-small|Basware", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong for large, complex AP operations"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|challenger-small|Medius", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong enterprise AP automation with broader finance workflow fit"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|challenger-small|HighRadius", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "strong for high-volume, touchless invoice processing and deep ERP matching"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|challenger-small|Tipalti", "prompt": "c215-l1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when international payments, entity complexity, and tax compliance are central"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|Tipalti", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most often recommended for large global B2B enterprises:** **Tipalti** (global payables) and **Coupa** (end-to-end spend)."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|Coupa", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most often recommended for large global B2B enterprises:** **Tipalti** (global payables) and **Coupa** (end-to-end spend)."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|HighRadius", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "shortlisting **Tipalti, Coupa, and HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|Basware", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're heavily on SAP:** **HighRadius** or **Basware**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|Medius", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or Basware/Medius if compliance matters most"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|Stampli", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "best suited to smaller/mid-market or cost-conscious teams—**not** complex multi-entity enterprise environments"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|Ramp", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "they're best suited to smaller/mid-market or cost-conscious teams—**not** complex multi-entity enterprise environments"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|deepseek-small|BILL", "prompt": "c215-l1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "they're best suited to smaller/mid-market or cost-conscious teams—**not** complex multi-entity enterprise environments"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|BILL", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "basic tools like BILL or Ramp (which are excellent for SMBs and mid-market firms) generally fall short"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|Ramp", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "basic tools like BILL or Ramp ... generally fall short"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|Tipalti", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Tipalti is the market leader."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|Medius", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Medius provides the most advanced automated invoice matching"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|Coupa", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coupa is the gold standard."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|Basware", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for International e-Invoicing Compliance"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|Stampli", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Collaboration & Fast User Adoption"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|google-small|SAP Concur/Ariba", "prompt": "c215-l1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur/Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "evaluate **SAP Concur/Ariba** alongside **Coupa** or **Basware**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|meta-small|Highradius", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Highradius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top results include:\n\n1. Highradius"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|meta-small|BILL", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. BILL"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|meta-small|Ramp Bill Pay", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Ramp Bill Pay"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|meta-small|Melio", "prompt": "c215-l1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Melio"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|minimax-small|Basware", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Basware** or **Medius** would typically be the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|minimax-small|Medius", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Basware** or **Medius** would typically be the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|minimax-small|Esker", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "with Esker as a strong alternative for document-intensive workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|minimax-small|Coupa", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Organizations needing full source-to-pay functionality"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|minimax-small|Tipalti", "prompt": "c215-l1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Global supplier operations and payments"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|mistral-small|Tipalti", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is often the best overall choice due to its global payment capabilities, tax compliance, and scalability."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|mistral-small|Stampli", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stampli** and **SAP Concur** are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|mistral-small|SAP Concur", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stampli** and **SAP Concur** are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "especially for SMBs and accounting firms, but also scalable for larger enterprises"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|mistral-small|HighRadius", "prompt": "c215-l1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**HighRadius** is ideal for companies seeking advanced AI and automation features."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|moonshot-small|Medius", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Medius** and **Coupa** are frequently cited as the most capable due to their deep ERP integrations"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|moonshot-small|Coupa", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Medius** and **Coupa** are frequently cited as the most capable"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|moonshot-small|Tipalti", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company pays international suppliers at scale, **Tipalti** is usually the strongest choice"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|moonshot-small|AvidXchange", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Limitation:** Global payment capabilities are limited compared to Tipalti"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|moonshot-small|SAP Concur", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Companies already embedded in the SAP ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|moonshot-small|Basware", "prompt": "c215-l1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Complex multi-entity, global enterprises"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|Tipalti", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want one default recommendation, I'd lean **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|Basware", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Basware** is often a strong contender"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|SAP Concur", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if AP needs to sit alongside **travel, expense, and policy controls**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|Sage Intacct", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want AP automation tightly tied to **cloud accounting and financial management**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|Stampli", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your pain point is **invoice collaboration and approvals**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|BILL AP/AR", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prominently feature **SAP Concur, Sage Intacct, Stampli, Basware, BILL AP/AR, Yooz, Esker, and Paymode**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|Yooz", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "prominently feature ... Yooz, Esker, and Paymode"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|Esker", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "prominently feature ... Yooz, Esker, and Paymode"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|openai-small|Paymode", "prompt": "c215-l1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Paymode", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "prominently feature ... Yooz, Esker, and Paymode"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|xai-small|Coupa", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa** (Strongest for integrated procure-to-pay and payments)"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|xai-small|Basware", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Basware** (Best for high-volume, invoice lifecycle management)"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|xai-small|Medius", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Medius** (Excellent for complex workflows and mid-to-large enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|xai-small|Esker", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Esker**: Leader in Gartner MQ 2025; AI-powered for CFO office"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|xai-small|HighRadius", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tops some 2024/2025 lists (e.g., 9.6/10 overall) for autonomous AP"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|xai-small|Ivalua", "prompt": "c215-l1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Ivalua**: Leader in Forrester 2026; supplier portals"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|zai-small|HighRadius", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the market leaders consistently identified for large-scale complexity are **HighRadius** and **Medius**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|zai-small|Medius", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the market leaders consistently identified for large-scale complexity are **HighRadius** and **Medius**"}, {"id": "mai-20260918-0023-calibration_b|c215-l1|zai-small|SAP Concur Invoice", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose SAP Concur** if you are an SAP-heavy organization looking for a \"native\" fit."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|zai-small|Tipalti", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose Tipalti** if your main pain point is global payments and international tax compliance."}, {"id": "mai-20260918-0023-calibration_b|c215-l1|zai-small|Coupa", "prompt": "c215-l1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Coupa is not just an AP tool; it is a broader \"Business Spend Management\" platform."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|alibaba-small|Avasis", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Avasis", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avasis is built specifically for enterprises with massive AP volumes (millions of invoices per year)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|alibaba-small|UiPath (Financial Services Cloud)", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "UiPath (Financial Services Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "UiPath uses \"robots\" to navigate your existing screens"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|alibaba-small|Coupa", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its Invoice Management module is very robust for enterprise users"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|alibaba-small|Tipalti", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tipalti is often the superior choice over generalist AP tools"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|alibaba-small|Kofax", "prompt": "c215-l2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Kofax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Kofax is a veteran in document capture"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|anthropic-small|Basware", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Basware** (Best Overall for Large Enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|anthropic-small|Coupa", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Coupa** (Best for Integrated Procurement)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|anthropic-small|Tipalti", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Tipalti** (Best for Global Operations)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|anthropic-small|Medius", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Brings AI and fraud detection into invoice processing for large, complex AP operations."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|anthropic-small|Stampli", "prompt": "c215-l2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "appropriate for customers with large volumes of invoices"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|challenger-small|HighRadius", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the strongest default choice for invoice processing automation."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|challenger-small|Basware", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Basware** if you have **complex global AP operations**, strong e-invoicing needs, and a large supplier network."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|challenger-small|BILL", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL** if you want a more **cost-transparent** platform with strong automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|challenger-small|SAP Cloud ERP / SAP-based AP tooling", "prompt": "c215-l2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Cloud ERP / SAP-based AP tooling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "if your finance organization already runs heavily on SAP and wants standardized enterprise financial control"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|deepseek-small|Coupa", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Coupa if you want a unified procure-to-pay suite... Watch out: Can be pricey"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|deepseek-small|Basware", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Basware** for most large B2B enterprises"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|deepseek-small|Medius", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Medius if you want the most advanced AI autonomy and end-to-end"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|deepseek-small|Tipalti", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Tipalti if cross-border/global supplier payments are your biggest pain point."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|deepseek-small|SAP Concur", "prompt": "c215-l2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Watch out: More structured/rigid workflows, longer AI ROI payback (28–36 months vs. Basware's 18–24)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|google-small|Tipalti", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Global B2B Operations & Multi-Currency: **Tipalti** ... Tipalti is the market leader"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|google-small|Medius", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Narrow your choices down to **two** (e.g., Tipalti if global B2B payments ... or Medius if deep ERP integration and complex 3-way matching are your main priorities)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|google-small|Coupa", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coupa is the industry gold standard for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|google-small|SAP Ariba", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if Already Standardized on SAP: **SAP Ariba / SAP Concur**"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|google-small|SAP Concur", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP Concur** is highly effective if your invoice volume is heavily tied to employee travel"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|google-small|Stampli", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Platforms like Medius, Stampli, or Zone & Co allow external or email-based approvals"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|google-small|Zone & Co", "prompt": "c215-l2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zone & Co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like Medius, Stampli, or Zone & Co allow external or email-based approvals"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|meta-small|Concur Invoice", "prompt": "c215-l2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Concur Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top recommendations include: 1. Concur Invoice: A cloud-based accounts payable automation software"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|meta-small|Invoiced by Flywire", "prompt": "c215-l2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-native invoice-to-cash platform that pairs accounts receivable automation with global payments infrastructure"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|meta-small|Plouton AI", "prompt": "c215-l2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Plouton AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "An agentic automation platform that uses browser-use agents to perform complex FinanceOps workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|minimax-small|HighRadius", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the primary choice"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|minimax-small|Basware", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If global compliance is paramount → **Basware**"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|minimax-small|Coupa", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want procurement integration → **Coupa**"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|minimax-small|SAP Ariba", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're SAP-heavy → **SAP Ariba**"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|minimax-small|Tipalti", "prompt": "c215-l2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If global payments are critical → **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|mistral-small|HighRadius", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** and **Basware** are frequently cited as the most robust and scalable solutions"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|mistral-small|Basware", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius** and **Basware** are frequently cited as the most robust and scalable solutions"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|mistral-small|Coupa", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized for its comprehensive suite, often recommended alongside HighRadius and Basware"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|mistral-small|SAP", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A strong choice for organizations already within the SAP ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|mistral-small|Medius", "prompt": "c215-l2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best overall for most teams needing rule-based matching and exception workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|moonshot-small|Coupa", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick: Coupa or Basware"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|moonshot-small|Basware", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My Top Pick: Coupa or Basware"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|moonshot-small|SAP Ariba / SAP Concur", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba / SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for SAP-Centric Organizations)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|moonshot-small|Tipalti", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Global Payments & Compliance)"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|moonshot-small|Serrala", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Already using SAP? | → SAP Ariba/Concur or Serrala"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|moonshot-small|Medius", "prompt": "c215-l2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Want AI-first approach? | → Medius or Coupa"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|openai-small|Basware", "prompt": "c215-l2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Basware** as the strongest fit for enterprise invoice processing automation."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|openai-small|Oracle", "prompt": "c215-l2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Oracle** is a strong choice if you're already deep in Oracle Cloud ERP"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|openai-small|SAP Concur", "prompt": "c215-l2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**SAP Concur** makes sense if your finance operations are standardized around SAP Concur workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|openai-small|Tipalti", "prompt": "c215-l2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "can be a good option for automated invoice management ... more than very deep global enterprise complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|openai-small|BILL", "prompt": "c215-l2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**BILL** is more often aimed at smaller to midmarket organizations than very large global enterprises."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|xai-small|Basware", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Basware** as a top choice for invoice processing automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|xai-small|Coupa", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Coupa** | Procurement-integrated AP | Leader in Gartner; end-to-end spend management"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|xai-small|Esker", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Esker** or **Medius** | Complex workflows & quick rollout | Gartner Leaders"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|xai-small|Medius", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Esker** or **Medius** | Complex workflows & quick rollout | Gartner Leaders"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|xai-small|HighRadius", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built for large enterprises; advanced AI for coding/matching... More finance platform than standalone AP."}, {"id": "mai-20260918-0023-calibration_b|c215-l2|xai-small|SAP Ariba", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SAP Ariba** (or Concur) | Existing SAP users | Seamless if you're on SAP"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|xai-small|Concur", "prompt": "c215-l2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SAP Ariba** (or Concur) | Existing SAP users"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Rillion", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Rillion"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Tipalti", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti is the better fit"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Basware", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "compelling if you already operate in their ecosystems"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Medius", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi‑ERP, entity‑level segregation‑of‑duties"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Concur Invoice", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "right fit if your finance stack is already heavily Concur‑centric"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|UiPath", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "UiPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "consider UiPath as an augmentation rather than a standalone AP solution"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|AvidXchange", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "You are in the mid‑market but still need a scalable AP platform"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Stampli", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "You require very flexible ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Order.co", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Order.co", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Spend control is a bigger priority than pure AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Ramp / Airbase", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp / Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "You prefer a card‑first spend platform with built‑in AP features"}, {"id": "mai-20260918-0023-calibration_b|c215-l2|zai-small|Blue Prism", "prompt": "c215-l2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Blue Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Custom RPA (UiPath, Blue Prism, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|Tipalti", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is widely considered the gold standard for organizations operating across borders."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|Medius", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Medius** or **AvidXchange** if you need a deep, customizable automation engine"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|Coupa", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Coupa** if you need to link AP data back to procurement policies and budgets."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|AvidXchange", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AvidXchange is a direct competitor to Medius and Coupa, heavily focused on \"autonomous\" processes."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|Vic.ai", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Vic.ai** or **Freehand** if your main bottleneck is the manual entry and coding"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|Freehand", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Freehand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Vic.ai / Freehand (The AI-Native Challengers)"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|Ramp", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Domestic Efficiency (Ramp, BILL, Medius):** Tools that excel at domestic speed often struggle with the regulatory overhead of international trade."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|alibaba-small|BILL", "prompt": "c215-l3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Domestic Efficiency (Ramp, BILL, Medius):** Tools that excel at domestic speed often struggle with the regulatory overhead"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|Medius", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Medius stands out for its fraud detection capabilities and agentic AI approach to AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|Tipalti", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Tipalti dominates enterprise AP automation with end-to-end coverage"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|Coupa", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "can be more costly and complex to implement"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|SAP Concur", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|Stampli", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|AvidXchange", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|BILL", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|Ramp", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|Airbase", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Airbase merges AP automation, expense management, and corporate cards in one interface"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|anthropic-small|SAP Ariba", "prompt": "c215-l3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "better served by Coupa, SAP Ariba or Tipalti"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|challenger-small|Basware", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Basware** is positioned as the strongest choice for **high-volume, touchless invoice processing**"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|challenger-small|Tipalti", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Tipalti** for **global payables and compliance**"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|challenger-small|Coupa", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Coupa** for **enterprise spend governance**"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|challenger-small|SAP Ariba/Concur", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Ariba/Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "most natural fit for organizations already standardized on the **SAP ecosystem**"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|challenger-small|Medius", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "focuses on **AI-native, agentic AP automation**"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|challenger-small|HighRadius", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "using **AI agents** across AP, AR, and treasury"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|challenger-small|AvidXchange", "prompt": "c215-l3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "but less differentiated on global complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|Coupa", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "pick when you want a procure-to-pay suite deeply tied to your existing procurement or ERP strategy... reviews frequently cite inflexibility and heavier commercial terms."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|SAP Ariba/Concur", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Ariba/Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the natural choice for **SAP-heavy enterprise ecosystems**"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|Basware", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for global compliance and e-invoicing mandates across multi-ERP environments"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|HighRadius", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you want AP as part of a broader AI-driven finance transformation"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|Medius", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "best pure AP/invoice-to-pay platform for complex enterprise environments with robust fraud protection and scalability"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|Tipalti", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "best when global, multi-currency payouts are the priority"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|Stampli", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "excels at invoice-centered **collaboration** and fast implementations, strong ERP integration breadth"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|Vic.ai", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "the **AI-native autonomous** play, trained on billions of invoices"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|AvidXchange", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "lower-complexity, mid-market options ... for simpler AP needs"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|deepseek-small|BILL", "prompt": "c215-l3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "lower-complexity, mid-market options (BILL paired with QuickBooks/Xero) for simpler AP needs"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|google-small|Basware", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Basware is a dominant player in global enterprise AP automation... making it the industry standard for highly regulated European and global enterprises."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|google-small|Medius", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Medius if your main issue is \"invoice fatigue\""}, {"id": "mai-20260918-0023-calibration_b|c215-l3|google-small|Coupa", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Coupa if you need to overhaul your entire business spend culture"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|google-small|Esker", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Esker is a leading cloud platform built on a legacy of document process automation."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|google-small|Tipalti", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Tipalti if you need to pay thousands of international freelancers"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|google-small|Stampli", "prompt": "c215-l3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stampli is highly regarded for its collaborative, user-centric design."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|Coupa", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade AP automation tools are Coupa, Mindsprint SprintAP, SAP (Ariba/Concur), Basware..."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|Mindsprint SprintAP", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Mindsprint SprintAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top enterprise-grade AP automation tools are Coupa, Mindsprint SprintAP, SAP (Ariba/Concur)..."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|SAP (Ariba/Concur)", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP (Ariba/Concur)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SAP (Ariba/Concur), Basware, HighRadius, Medius..."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|Basware", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Basware, HighRadius, Medius, Tipalti, Stampli, AvidXchange, and BILL."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|HighRadius", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Basware, HighRadius, Medius, Tipalti, Stampli, AvidXchange, and BILL."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|Medius", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Basware, HighRadius, Medius, Tipalti, Stampli, AvidXchange, and BILL."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|Tipalti", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tipalti, Stampli, AvidXchange, and BILL."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|Stampli", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tipalti, Stampli, AvidXchange, and BILL."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|AvidXchange", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Tipalti, Stampli, AvidXchange, and BILL."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|meta-small|BILL", "prompt": "c215-l3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Tipalti, Stampli, AvidXchange, and BILL."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|Medius", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Medius**\n- **Best for:** Mid-market to enterprise teams with complex AP workflows\n- **Key strengths:** Advanced AI automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|Tipalti", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** Global organizations managing cross-border payments"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|Coupa", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for:** Large enterprises aligning procurement and spend"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|Basware", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Compliance-driven organizations, especially SAP environments"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|SAP Concur", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for:** Organizations already using SAP ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|Vic.ai", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for high-volume autonomous processing (enterprise companies $1B+ revenue)"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|Yooz", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for document-heavy environments"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|AvidXchange", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|Ramp", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Good for AI-powered automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|minimax-small|BILL", "prompt": "c215-l3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Strong in SMB/mid-market space"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|HighRadius", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** (Score: 9.6/10)"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Basware", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "platforms like HighRadius, Basware, Medius, or Tipalti are top contenders"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Medius", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Advanced AI, configurable workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Tipalti", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Global payments, compliance, scalability"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Stampli", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Invoice collaboration & approvals"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|AvidXchange", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-market, real estate, managed services"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Coupa", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Full procure-to-pay"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|SAP Concur", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise with SAP environments"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Ivalua", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Complex direct-materials procurement"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|IBM", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**IBM** (for ERP-integrated automation)"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Zip", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Medius, Zip, and Ivalua are noted for advanced, configurable AI"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|IQBackOffice", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "IQBackOffice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "IBM, IQBackOffice, and Corpay offer services"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|Corpay", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "IBM, IQBackOffice, and Corpay offer services"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|mistral-small|MakersHub", "prompt": "c215-l3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "MakersHub is tailored for operationally complex businesses in the physical economy."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|Coupa", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tier 1: Enterprise Powerhouses ### 1. **Coupa** ... Very deep procurement-to-pay (P2P) integration"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|SAP Concur", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Watch out:** Less flexible as a standalone AP tool if you're not SAP-centric"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|Medius", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Strengths:** Most advanced AI invoice capture, highly configurable workflows, AI-driven 3-way matching"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|Tipalti", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Global Payments** | Tipalti | Clear leader"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|Stampli", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Stampli if: Your AP problem is collaboration and invoice-centric workflow bottlenecks"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|AvidXchange", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose AvidXchange if: You want a proven, full-service invoice-to-pay platform with vertical expertise"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|Ramp", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Ramp if: You want corporate cards and AP in one modern, fast-to-implement platform"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|moonshot-small|BILL", "prompt": "c215-l3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "can become limiting at true enterprise scale and complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|openai-small|SAP Ariba Invoicing", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Ariba Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **SAP Ariba** if you are a SAP-centric enterprise."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|openai-small|Oracle Financials / Payables Agent", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Oracle Financials / Payables Agent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Oracle Payables/Financials** if you are standardizing on Oracle Cloud ERP."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|openai-small|Tipalti", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Tipalti** if global payments and multi-ERP flexibility matter most."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|openai-small|BILL", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "BILL is generally more attractive for **smaller enterprises or finance teams prioritizing ease of use**"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|openai-small|Airbase", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Airbase** if you want AP as part of a broader spend-management stack."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|openai-small|AppZen", "prompt": "c215-l3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AppZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **AppZen** if autonomous AP controls and compliance are the priority."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|Medius", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Medius** (G2: ~4.4/5) – Best for mid-to-large enterprises with complex, high-volume workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|Basware", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for high-volume, compliance-heavy global operations, especially SAP users."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|Tipalti", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global, multi-currency supplier payments and tax compliance."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|Coupa", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for full procure-to-pay (P2P) governance and spend control in enterprises."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|SAP Concur / Ariba", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur / Ariba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SAP-native ecosystems with integrated invoice/procurement."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|Stampli", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for collaborative approvals and flexible ERP overlays (mid-to-enterprise)."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|HighRadius", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for AI across AP/AR/treasury in large-scale finance."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|AvidXchange", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong for mid-to-enterprise payment automation and fraud prevention."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|BILL", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Tools like BILL or Ramp are more SMB-focused and less emphasized for pure enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|xai-small|Ramp", "prompt": "c215-l3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "more SMB-focused and less emphasized for pure enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Tipalti", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** leads on global payments and AI OCR for high‑volume global AP."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Medius", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Medius** offers the most configurable workflows and deep ERP integration."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Coupa", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** is best if you want a unified procurement‑AP suite."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|SAP Concur Invoice", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ideal for organizations already on Concur"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Bill.com", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Standalone AP/AR without heavy procurement** | Bill.com"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|AvidXchange", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "One platform that does invoice processing + payments** | AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Stampli", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Stampli** shines for Epicor‑centric workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Ramp", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Card‑first approach, AI OCR, built‑in AP automation, strong UX"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Corpay", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "ERP‑led multi‑entity with fully managed enrollment/exceptions** | Corpay"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Highradius", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Highradius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Touchless invoice processing at very high volume** | Highradius"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|IBM", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "IBM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strict ERP posting controls, audit‑ready compliance** | IBM"}, {"id": "mai-20260918-0023-calibration_b|c215-l3|zai-small|Conduent", "prompt": "c215-l3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Conduent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "High invoice/exception volume needing managed processing** | Conduent"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL is widely regarded for having the most transparent pricing model among modern AP platforms"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|alibaba-small|Coupa (OpenText)", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa (OpenText)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Coupa if your organization is highly complex (multiple entities, global tax requirements)"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|alibaba-small|SAP Concur", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Existing SAP Ecosystems ... Concur is the safest bet for integration stability"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|alibaba-small|Tipalti", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Volume/Tiered Fees | Cost Prediction: Low (Spikes with volume)"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|alibaba-small|AvidXchange", "prompt": "c215-l4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Volume/Custom Modules | Medium (Hard to quote exactly)"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|anthropic-small|Coupa", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Coupa's flat, all-inclusive pricing structure appears to be the best fit"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|anthropic-small|SAP S4/HANA", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP S4/HANA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Large enterprise businesses with big budgets use top-tier SAP S4/HANA, Coupa, and Oracle EPM Cloud ERP systems"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|anthropic-small|Oracle EPM Cloud", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Oracle EPM Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "use top-tier SAP S4/HANA, Coupa, and Oracle EPM Cloud ERP systems"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|anthropic-small|NetSuite", "prompt": "c215-l4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "NetSuite is a cloud ERP platform with built-in AP automation, designed primarily for mid-sized to large organisations"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|challenger-small|Ramp", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **Ramp** because it offers a **free tier** plus a clearly listed **$15/user/month Plus plan**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|challenger-small|SAP Concur Invoice", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for enterprise AP + travel/expense in the SAP ecosystem:** **SAP Concur Invoice**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|challenger-small|Tipalti", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for global payments and tax compliance:** **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|challenger-small|Medius", "prompt": "c215-l4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for advanced enterprise automation with custom pricing:** **Medius**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|deepseek-small|BILL", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid per-user pricing at this scale. Platforms like BILL cost $45–89 per user/month... This is the least predictable model for you."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|deepseek-small|Coupa", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Coupa is the strongest enterprise-grade pick (custom, contract-based pricing)"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|deepseek-small|SAP Concur Invoice", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already run SAP/Concur. It's tailored to large global organizations"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|deepseek-small|Tipalti", "prompt": "c215-l4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tipalti offers the clearest flat-pricing predictability with unlimited users"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|google-small|Medius", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Medius is a premier choice for massive, multi-entity corporations that have intricate 2-way and 3-way matching requirements"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|google-small|Yooz", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Yooz is a mid-market and enterprise platform that handles end-to-end purchase-to-pay processes."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|google-small|Stampli", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Stampli is consistently rated as one of the best AP tools for ease of use and user adoption"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|google-small|AvidXchange", "prompt": "c215-l4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "AvidXchange is designed specifically for mid-market and enterprise corporations managing thousands of monthly invoices"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|meta-small|MineralTree", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated software options include MineralTree, Tipalti, Ramp, BILL, and Intacct."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|meta-small|Tipalti", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated software options include MineralTree, Tipalti, Ramp, BILL, and Intacct."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|meta-small|Ramp", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated software options include MineralTree, Tipalti, Ramp, BILL, and Intacct."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|meta-small|BILL", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top-rated software options include MineralTree, Tipalti, Ramp, BILL, and Intacct."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|meta-small|Intacct", "prompt": "c215-l4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top-rated software options include MineralTree, Tipalti, Ramp, BILL, and Intacct."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|minimax-small|Tipalti", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Flat unlimited-user plans (like Tipalti's) if your invoice volume is moderate ... direct negotiation with Tipalti Enterprise, Coupa, or Medius"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|minimax-small|Coupa", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Spend-based pricing (like Coupa's) if your spend is large ... Custom quoted; can hit $250K-2M+ annually"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|minimax-small|SAP Concur Invoice", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Deep ERP integration, large orgs | Complex pricing tied to deployment scope"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|minimax-small|Medius", "prompt": "c215-l4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "direct negotiation with Tipalti Enterprise, Coupa, or Medius will likely yield the most predictable outcome"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|mistral-small|Ramp Bill Pay", "prompt": "c215-l4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** stands out as the best option"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|mistral-small|SAP Concur Invoice", "prompt": "c215-l4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SAP Concur Invoice is another strong choice, though it typically requires a custom enterprise quote and may be more expensive"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|moonshot-small|SAP Concur", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**SAP Concur** or **Coupa** are likely your best bets"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|moonshot-small|Coupa", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**SAP Concur** or **Coupa** are likely your best bets"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|moonshot-small|Tipalti", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Tipalti** if you have many users but relatively predictable invoice volumes"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|moonshot-small|BILL", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid**: Solutions like BILL or Ramp that charge per-user fees at scale"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|moonshot-small|Ramp", "prompt": "c215-l4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid**: Solutions like BILL or Ramp that charge per-user fees at scale"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Rillion", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Rillion", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for predictable cost across thousands of users: **Rillion**."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Basware", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a top-tier enterprise platform and can tolerate usage-based pricing: **Basware** or **Tipalti**."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Coupa", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "market leaders commonly evaluated by Gartner include **Basware, Coupa, Esker, GEP, HighRadius, Ivalua, Medius, Serrala, Tipalti, Tradeshift, and Bottomline**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Esker", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "market leaders commonly evaluated by Gartner include **Basware, Coupa, Esker, GEP..."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|GEP", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "GEP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "market leaders commonly evaluated by Gartner include ... GEP, HighRadius..."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|HighRadius", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "market leaders commonly evaluated by Gartner include ... HighRadius, Ivalua..."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Ivalua", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ivalua", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "market leaders commonly evaluated by Gartner include ... Ivalua, Medius..."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Medius", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "market leaders commonly evaluated by Gartner include ... Medius, Serrala..."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Serrala", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "market leaders commonly evaluated by Gartner include ... Serrala, Tipalti..."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Tipalti", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best if you want a top-tier enterprise platform and can tolerate usage-based pricing: **Basware** or **Tipalti**."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Tradeshift", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tradeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "market leaders commonly evaluated by Gartner include ... Tradeshift, and Bottomline"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|openai-small|Bottomline", "prompt": "c215-l4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bottomline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "market leaders commonly evaluated by Gartner include ... and Bottomline"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|BILL", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Per-user pricing (e.g., BILL at $45–$155/user/month... becomes unpredictable and costly at scale"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|Ramp Plus", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Plus", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Ramp Plus at $15/user/month) becomes unpredictable and costly at scale"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|Coupa", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Top Recommendation: **Coupa or SAP Ariba for Established Enterprises**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|SAP Ariba", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Ariba", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Top Recommendation: **Coupa or SAP Ariba for Established Enterprises**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|SAP Concur", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Enterprise suites like Coupa, SAP Ariba, and SAP Concur use custom quotes"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|MakersHub", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Runner-Up for Pure Predictability: **MakersHub**"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|AutoPayables", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "AutoPayables", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Flat monthly (e.g., $149+/mo Scale plan), no per-user"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|Kefron AP", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Kefron AP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Request demos/RFPs from 2–3 (e.g., Coupa, MakersHub, Kefron)"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|Tipalti", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "good for international but watch transaction add-ons"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|xai-small|AvidXchange", "prompt": "c215-l4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Scalable but can include volume elements."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|zai-small|Highradius", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Highradius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Highradius** if you want the most **predictable cost structure** (paying for results, not seats)"}, {"id": "mai-20260918-0023-calibration_b|c215-l4|zai-small|Coupa", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Coupa** if you want a **comprehensive platform** ... and have the budget for a fixed, high-value annual contract."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|zai-small|SAP Concur Invoice", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company is heavily reliant on SAP ERP, this is often the necessary choice, though pricing is opaque."}, {"id": "mai-20260918-0023-calibration_b|c215-l4|zai-small|BILL (formerly Bill.com)", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why you should avoid Per-User Models ... they are risky for \"thousands of users.\""}, {"id": "mai-20260918-0023-calibration_b|c215-l4|zai-small|Ramp", "prompt": "c215-l4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "pricing is often tied to transaction volume and card spend, which can lead to unpredictable costs"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|challenger-small|Tipalti", "prompt": "c215-l5", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "platforms like **Tipalti**, **Stampli**, **HighRadius**, **Coupa**, or similar enterprise AP tools are commonly evaluated"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|challenger-small|Stampli", "prompt": "c215-l5", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "platforms like **Tipalti**, **Stampli**, **HighRadius**, **Coupa**, or similar enterprise AP tools are commonly evaluated"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|challenger-small|HighRadius", "prompt": "c215-l5", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms like **Tipalti**, **Stampli**, **HighRadius**, **Coupa**, or similar enterprise AP tools are commonly evaluated"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|challenger-small|Coupa", "prompt": "c215-l5", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like **Tipalti**, **Stampli**, **HighRadius**, **Coupa**, or similar enterprise AP tools are commonly evaluated"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|meta-small|Coupa", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Coupa**: Offers a complete procure-to-pay platform with robust procurement integration, global invoice compliance, and Coupa Pay for payments."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|meta-small|Tipalti", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Automates AP workflows end-to-end, from invoice capture to global payments, with a focus on compliance, scalability, and operational efficiency."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|meta-small|Payhawk", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Provides a powerful platform for automating AP workflows, connecting invoice data, approvals, and automated ERP export"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|meta-small|Collatio by SCRY AI", "prompt": "c215-l5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Collatio by SCRY AI", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for high-volume AP teams, offering high-accuracy extraction, anomaly detection, and multi-format document handling."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|minimax-small|Medius", "prompt": "c215-l5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Medius** – Strong controls, enterprise focus"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|minimax-small|Tipalti", "prompt": "c215-l5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** – Robust payment controls, threshold rules"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|minimax-small|Stampli", "prompt": "c215-l5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stampli** – Strong IT/Security evaluation docs"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|minimax-small|Corpay", "prompt": "c215-l5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Corpay** – SOC 2 focus, enterprise experience"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|minimax-small|SAP/Oracle-native options", "prompt": "c215-l5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "SAP/Oracle-native options", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SAP/Oracle-native options** – If already in those ecosystems"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|mistral-small|Coupa", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3\\u20135 vendors (e.g., Coupa, Tipalti, Bill.com, Stampli, MineralTree)."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|mistral-small|Tipalti", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with 3\\u20135 vendors (e.g., Coupa, Tipalti, Bill.com, Stampli, MineralTree)."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|mistral-small|Bill.com", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with 3\\u20135 vendors (e.g., Coupa, Tipalti, Bill.com, Stampli, MineralTree)."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|mistral-small|Stampli", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with 3\\u20135 vendors (e.g., Coupa, Tipalti, Bill.com, Stampli, MineralTree)."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|mistral-small|MineralTree", "prompt": "c215-l5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with 3\\u20135 vendors (e.g., Coupa, Tipalti, Bill.com, Stampli, MineralTree)."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|moonshot-small|Tipalti", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Tipalti** - Strong for global payments, tax compliance, SOC 2 certified"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|moonshot-small|Stampli", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Stampli** - Excellent ERP integration (70+ ERPs), collaborative features"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|moonshot-small|Coupa", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Coupa** - Comprehensive P2P governance, enterprise-grade"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|moonshot-small|Medius", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Medius** - Strong security controls and payment governance"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|moonshot-small|Ramp", "prompt": "c215-l5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** - Unified AP + spend management, good for mid-market to enterprise transition"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|xai-small|HighRadius", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist: AvidXchange, Bill.com (enterprise tier), Medius, Tipalti, HighRadius, Stampli"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|xai-small|Medius", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "*Top compliant vendors from reviews*: Medius, Tipalti (SOC 1/2 Type II), Docsumo, HighRadius, Stampli—all support SSO/SOC 2."}, {"id": "mai-20260918-0023-calibration_b|c215-l5|xai-small|Stampli", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Shortlist: AvidXchange, Bill.com (enterprise tier), Medius, Tipalti, HighRadius, Stampli"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|xai-small|Tipalti", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Medius, Tipalti (SOC 1/2 Type II)...all support SSO/SOC 2"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|xai-small|Docsumo", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Docsumo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Docsumo, HighRadius, Stampli—all support SSO/SOC 2"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|xai-small|AvidXchange", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist: AvidXchange, Bill.com (enterprise tier), Medius, Tipalti, HighRadius, Stampli"}, {"id": "mai-20260918-0023-calibration_b|c215-l5|xai-small|Bill.com", "prompt": "c215-l5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Bill.com (enterprise tier)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|alibaba-small|Bill.com", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Examples to scrutinize:** Basic tiers of tools like **Bill.com**, generic digital invoice providers that aren't built for ERPs."}, {"id": "mai-20260918-0023-calibration_b|c215-l6|alibaba-small|AppSheet", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AppSheet", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like **AppSheet**, **OutSystems**, or project management apps ... they are dangerous for financial automation."}, {"id": "mai-20260918-0023-calibration_b|c215-l6|alibaba-small|OutSystems", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "OutSystems", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools like **AppSheet**, **OutSystems** ... they are dangerous for financial automation."}, {"id": "mai-20260918-0023-calibration_b|c215-l6|alibaba-small|Monday.com", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Monday.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "project management apps like **Monday.com** and **Asana** ... they are dangerous for financial automation."}, {"id": "mai-20260918-0023-calibration_b|c215-l6|alibaba-small|Asana", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Asana", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "project management apps like **Monday.com** and **Asana** ... they are dangerous for financial automation."}, {"id": "mai-20260918-0023-calibration_b|c215-l6|alibaba-small|Native ERP Modules", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Native ERP Modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "You must exercise caution when sticking strictly to **Native ERP Modules** (e.g., the native AP module inside SAP or Oracle)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|alibaba-small|SAP Intelligent RPA", "prompt": "c215-l6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Intelligent RPA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "*without* upgrading to the newer AI-enabled versions (like SAP Intelligent RPA)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|challenger-small|Ramp", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**SMB-oriented platforms** such as Ramp, BILL, or Melio when the enterprise need is high-volume, multi-entity AP; these are positioned for smaller companies"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|challenger-small|BILL", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**SMB-oriented platforms** such as Ramp, BILL, or Melio ... positioned for smaller companies, not large enterprise AP complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|challenger-small|Melio", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**SMB-oriented platforms** such as Ramp, BILL, or Melio ... not large enterprise AP complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|challenger-small|Tipalti", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Payment-centric tools** like Tipalti if you need deep PO matching, complex exception handling... strongest for global payouts rather than end-to-end enterprise AP control"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|challenger-small|Medius", "prompt": "c215-l6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Medius is explicitly described as *not* a quick-deploy tool for simple environments, which implies enterprises should be careful about fit"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "I'd specifically caution large enterprises against SMB-first tools like **BILL**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|QuickBooks-based AP add-ons and starter tools", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks-based AP add-ons and starter tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Category designed for freelancers and small firms; can't handle enterprise approval chains"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|SAP Ariba", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "I'd *caution-but-not-reject* heavyweight platforms like **SAP Ariba, Coupa, and Basware**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|SAP Concur Invoice", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Months-long implementations** and a rules engine built for massive, complex organizations"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|Coupa", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "its **API-first architecture requires significant custom development**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|Basware", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Powerful but heavy; teams report that when exceptions arise ... workflows default to manual queues"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|AvidXchange", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "tightly link their payment execution to their platform ... it creates **lock-in**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|Medius", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "The strongest enterprise-class considerations from the research are **Medius, HighRadius, Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|HighRadius", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "strongest enterprise-class considerations from the research are **Medius, HighRadius, Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|Tipalti", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Tipalti** (for global payables)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|deepseek-small|Stampli", "prompt": "c215-l6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Stampli** (for collaboration)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|google-small|BILL (formerly Bill.com)", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it represents a high-risk bottleneck for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|google-small|Melio", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Why to avoid:** They completely lack advanced enterprise features"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|google-small|Plooto", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Why to avoid:** They completely lack advanced enterprise features"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|google-small|QuickBooks Bill Pay", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why to avoid:** They completely lack advanced enterprise features"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|google-small|Ramp Bill Pay", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "utilizing them as your primary, complex AP engine can be a mistake"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|google-small|Brex Bill Pay", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Brex Bill Pay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "utilizing them as your primary, complex AP engine can be a mistake"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|google-small|MineralTree", "prompt": "c215-l6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "MineralTree", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Older legacy AP software suites (including earlier iterations of platforms like MineralTree ...) ... **Why to be cautious:**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|meta-small|UiPath", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "large enterprises should assess UiPath, Automation Anywhere, or Blue Prism for AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|meta-small|Automation Anywhere", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "should assess UiPath, Automation Anywhere, or Blue Prism for AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|meta-small|Blue Prism", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Blue Prism", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "should assess UiPath, Automation Anywhere, or Blue Prism for AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|meta-small|SAP Concur Invoice", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "SAP Concur Invoice is recommended for large enterprises that already run Concur for travel and expense"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|meta-small|Bill.com", "prompt": "c215-l6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Bill.com is usually outgrown by finance teams above $50M revenue with legacy ERPs or complex AP workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|mistral-small|Bill.com", "prompt": "c215-l6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Large enterprises should avoid or be cautious about AP automation tools that ... are primarily designed for smaller businesses (e.g., Bill.com, Ramp)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|mistral-small|Ramp", "prompt": "c215-l6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Ramp's AP automation features are limited. Its integrations with enterprise ERPs ... are not real-time or bi-directional"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|mistral-small|SAP Concur Invoice", "prompt": "c215-l6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it lacks robust vendor payment processing and may require additional tools for full AP automation. Its setup can also be lengthy"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|moonshot-small|BILL.com", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprises should be particularly cautious about BILL due to: **Scalability issues**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|moonshot-small|Melio", "prompt": "c215-l6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools/Vendors to Be Cautious About ... **Melio** - **Payment reliability issues**"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|openai-small|Coupa", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "vendor-by-vendor caution list** for major AP platforms like **Coupa, Basware, Tipalti, Bill.com, HighRadius, SAP, and AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|openai-small|Basware", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "major AP platforms like **Coupa, Basware, Tipalti, Bill.com, HighRadius, SAP, and AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|openai-small|Tipalti", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "major AP platforms like **Coupa, Basware, Tipalti, Bill.com, HighRadius, SAP, and AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|openai-small|Bill.com", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "major AP platforms like **Coupa, Basware, Tipalti, Bill.com, HighRadius, SAP, and AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|openai-small|HighRadius", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "major AP platforms like **Coupa, Basware, Tipalti, Bill.com, HighRadius, SAP, and AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|openai-small|SAP", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "major AP platforms like **Coupa, Basware, Tipalti, Bill.com, HighRadius, SAP, and AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|openai-small|AvidXchange", "prompt": "c215-l6", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "major AP platforms like **Coupa, Basware, Tipalti, Bill.com, HighRadius, SAP, and AvidXchange"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Bill.com (or Bill)", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com (or Bill)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools Often Outgrown Quickly or Unsuitable for Large Enterprises... prone to scalability issues at enterprise volumes"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|QuickBooks", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB/Mid-Market Focused Tools (e.g., QuickBooks-integrated or lightweight apps...): These lack the depth for enterprise exception-driven AP"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|FreshBooks AP extensions", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "FreshBooks AP extensions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "lightweight apps like FreshBooks AP extensions**: These lack the depth for enterprise exception-driven AP"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Basware", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize Gartner Leaders (Basware, Coupa, Esker, Medius)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Coupa", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Prioritize Gartner Leaders (Basware, Coupa, Esker, Medius)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Esker", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Prioritize Gartner Leaders (Basware, Coupa, Esker, Medius)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Medius", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Prioritize Gartner Leaders (Basware, Coupa, Esker, Medius)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Nanonets", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Nanonets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Pure OCR/Invoice Capture Tools Without Full Workflow (e.g., basic Nanonets or standalone Abbyy)... fail without native approval routing"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Abbyy", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Abbyy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "standalone Abbyy**: Great for digitization but fail without native approval routing, payments, and ERP sync"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|UiPath", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "UiPath", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "overkill/fragile for core AP if not paired with purpose-built AP platforms"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Automation Anywhere", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Automation Anywhere", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "RPA-Heavy Tools for AP-Only (e.g., UiPath, Automation Anywhere as primary AP): Excellent... but overkill/fragile for core AP"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Tipalti", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "enterprise-proven like Tipalti (global)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|SAP Concur", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "SAP Concur (if you use Concur/ERP)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Stampli", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Stampli (collaboration)"}, {"id": "mai-20260918-0023-calibration_b|c215-l6|xai-small|Corpay", "prompt": "c215-l6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Corpay (scale)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|alibaba-small|Airbase", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Airbase** (Best Overall for Control & Spend Management) Airbase is widely regarded as the best choice for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|alibaba-small|AvidXchange", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AvidXchange** (Best for High-Volume & Pure Automation)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|alibaba-small|Bill.com", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bill.com** (Best for Vendor Experience & Speed)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|alibaba-small|Tipalti", "prompt": "c215-m1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tipalti** (Best for Global & Complex Operations)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|anthropic-small|AvidXchange", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AvidXchange and MineralTree are strong options for mid-market AP and payment automation"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|anthropic-small|MineralTree", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "AvidXchange and MineralTree are strong options for mid-market AP and payment automation"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|anthropic-small|Stampli", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Stampli if your AP pain comes from messy collaboration, weak visibility, and approval bottlenecks"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|anthropic-small|Airbase", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airbase is best for mid-market and larger organizations that want AP automation connected to procurement"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|anthropic-small|Ramp", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ramp's strength is breadth—it's not just an expense tool but a full spend management platform that includes AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|anthropic-small|Quadient (formerly Beanworks)", "prompt": "c215-m1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Quadient (formerly Beanworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Quadient Accounts Payable Automation is a modular AP automation platform built for mid-market finance teams"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|challenger-small|Tipalti", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tipalti is the strongest choice if you need high-volume invoice processing and global payments"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|challenger-small|Stampli", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd choose Stampli for most domestic AP teams and Tipalti if you have meaningful international payments"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|challenger-small|AvidXchange", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for mid-market organizations that want AP automation that fits into existing accounting/ERP systems"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|challenger-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for smaller-to-lower mid-market teams that want a widely used, simpler AP automation tool"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|challenger-small|Procurify", "prompt": "c215-m1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your AP problem starts upstream with spend control, approvals, budgets"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|deepseek-small|AvidXchange", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti** is the most frequently cited \"default choice\" from finance leaders, and **AvidXchange** is the most targeted specifically at middle-market B2B."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|deepseek-small|Tipalti", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a typical mid-market B2B company, **Tipalti** is the most frequently cited \"default choice\" from finance leaders"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|deepseek-small|Stampli", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Stampli** if you run on a **large ERP** and want the strongest approval-workflow intelligence"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|deepseek-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose BILL** if you're on the smaller end of mid-market, run QuickBooks/Xero/Sage"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|google-small|Stampli", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stampli is often the top-rated choice for mid-market teams"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|google-small|Tipalti", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tipalti is the gold standard... Watch out for: It is an enterprise-grade tool with a longer implementation time"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|google-small|AvidXchange", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "AvidXchange is a powerhouse when the bottleneck is physical and electronic payment execution"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|google-small|Ramp", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ramp: Excellent if you are a card-first company"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|google-small|Airbase", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Airbase: Best if you want comprehensive \"intake-to-pay\" controls"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|google-small|Procurify", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need pre-approvals and PO matching, look at Airbase or Procurify"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|google-small|ProcureDesk", "prompt": "c215-m1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Procurify or ProcureDesk... These platforms focus on the pre-invoice lifecycle"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Xelix", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Xelix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include Xelix, Airbase, AvidXchange, BILL, Coupa"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Airbase", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top options include Xelix, Airbase, AvidXchange, BILL, Coupa"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|AvidXchange", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top options include Xelix, Airbase, AvidXchange, BILL, Coupa"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|BILL", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top options include Xelix, Airbase, AvidXchange, BILL, Coupa"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Coupa", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top options include Xelix, Airbase, AvidXchange, BILL, Coupa"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Kefron AP", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Kefron AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Kefron AP, Procurify, Tipalti, Quadient"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Procurify", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kefron AP, Procurify, Tipalti, Quadient"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Tipalti", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Kefron AP, Procurify, Tipalti, Quadient"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Quadient", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Kefron AP, Procurify, Tipalti, Quadient"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Softco", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Softco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Softco, Stampli, Yooz, and Transcepta"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Stampli", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Softco, Stampli, Yooz, and Transcepta"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Yooz", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Softco, Stampli, Yooz, and Transcepta"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|meta-small|Transcepta", "prompt": "c215-m1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Transcepta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Softco, Stampli, Yooz, and Transcepta"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|minimax-small|AvidXchange", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**AvidXchange** — Best for Mid-Market B2B"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|minimax-small|Tipalti", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** — Best for Global Payments"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|minimax-small|Bill.com (BILL)", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most Widely Deployed"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|minimax-small|SutiAP", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "SutiAP", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**SutiAP** — Best Process Fit"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|minimax-small|MineralTree", "prompt": "c215-m1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**MineralTree** — Best for B2B Payment Management"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|mistral-small|Tipalti", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tipalti**: Ideal for mid-market and enterprise B2B companies, especially those with global operations."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|mistral-small|Stampli", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended for mid-market companies already using an ERP, offering superior invoice capture and spend control."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|mistral-small|AvidXchange", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Another strong option for mid-market B2B firms, known for its scalability and deep AP process automation."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|mistral-small|Bill.com (BILL)", "prompt": "c215-m1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Widely deployed for SMBs and mid-market businesses, offering comprehensive AP automation and payment processing."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|moonshot-small|Stampli", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**start with Stampli**. It consistently wins on ease of use, ERP flexibility, and collaborative workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|moonshot-small|Tipalti", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you pay vendors in multiple countries or need automated tax form collection, **Tipalti** is the safer choice despite a higher price point."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|moonshot-small|MineralTree", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for End-to-End AP + Payment Controls"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|moonshot-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Lower Mid-Market / QuickBooks Users... Trade-off: Less robust for complex enterprise workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|moonshot-small|AvidXchange", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Industry-Specific Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|moonshot-small|Procurify", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Procurement + AP in one platform** | **Procurify** or **Payhawk**"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|moonshot-small|Payhawk", "prompt": "c215-m1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Procurement + AP in one platform** | **Procurify** or **Payhawk**"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|openai-small|Stampli", "prompt": "c215-m1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **all-around** accounts payable automation choice is usually **Stampli** or **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|openai-small|Tipalti", "prompt": "c215-m1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best **all-around** accounts payable automation choice is usually **Stampli** or **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|openai-small|BILL AP/AR", "prompt": "c215-m1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL AP/AR** is the best \"broad utility\" option if you want a widely adopted platform"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|Stampli", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Popular picks lean toward Stampli or BILL for pure AP automation in mid-market B2B due to ease, ratings, and adoption."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|BILL (Bill.com)", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Popular picks lean toward Stampli or BILL for pure AP automation in mid-market B2B due to ease, ratings, and adoption."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|Tipalti", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global/multi-entity B2B payments | 196 countries, tax compliance, high-volume; top for complex international"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|Ramp", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unified spend management | Cards + AP/expenses, fast UI, free tier; great for domestic B2B growth"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|AvidXchange", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Industry-specific (e.g., construction, wholesale B2B) | B2B network, invoice-to-pay; strong mid-market verticals"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|Payhawk", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Others worth shortlisting: Payhawk (global OCR, 4.6/5)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|Medius", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Medius (fraud protection, enterprise-scale)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|ProcureDesk", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ProcureDesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ProcureDesk (procure-to-pay for QuickBooks/Sage)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|xai-small|Vic.ai", "prompt": "c215-m1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Vic.ai (AI extraction)"}, {"id": "mai-20260918-0023-calibration_b|c215-m1|zai-small|Bill.com (BILL)", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid‑market B2B companies, **Bill.com** is the best starting point due to its balance of affordability, ease of use, and proven adoption."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|zai-small|AvidXchange", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AvidXchange** or **Tipalti** are the next strongest contenders."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|zai-small|Tipalti", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AvidXchange** or **Tipalti** are the next strongest contenders."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|zai-small|Ramp", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you want to unify AP with corporate cards and expense** → **Ramp**."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|zai-small|Medius", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If your AP processes are highly complex or multi‑entity** → **Medius**."}, {"id": "mai-20260918-0023-calibration_b|c215-m1|zai-small|Coupa", "prompt": "c215-m1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Longer (months) → Medius, Coupa (if you go enterprise)"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|alibaba-small|AvidXchange", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "AvidXchange is widely considered the gold standard for mid-market AP automation."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|alibaba-small|Bill.com", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bill.com is the strongest contender"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|alibaba-small|Coupa", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Coupa is the better choice"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|alibaba-small|Rossum", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rossum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want an AI solution that learns as it goes without human intervention, look at Rossum"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|alibaba-small|Tipalti", "prompt": "c215-m2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**AvidXchange** or **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|anthropic-small|BILL (Bill.com)", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **BILL (Bill.com)** ... best for small to mid-sized businesses looking to modernize their payment processes"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|anthropic-small|Ramp", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp is an all-in-one financial operations platform ... built for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|anthropic-small|Rillion", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rillion is ideal for mid-market companies that process thousands of invoices annually"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|anthropic-small|Tipalti", "prompt": "c215-m2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tipalti works best for mid-sized to large businesses that process high invoice volumes and manage complex global supplier networks"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|challenger-small|BILL", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **BILL** if you want a straightforward, scalable AP automation tool"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|challenger-small|Tipalti", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti** if you process **international payments**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|challenger-small|AvidXchange", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AvidXchange** if you want an end-to-end AP platform"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|challenger-small|Medius", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Medius** if your priority is a strong \"best overall\" option for most teams"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|challenger-small|Rillion", "prompt": "c215-m2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Rillion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Rillion** if you have a **multi-entity** or **multi-ERP** finance setup"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|deepseek-small|AvidXchange", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My recommendation: **AvidXchange** (or BILL as the runner-up)"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great alternative: **BILL (formerly Bill.com)**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|deepseek-small|MineralTree", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "MineralTree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Purpose-built for mid-sized AP teams, strong ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|deepseek-small|Ramp", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Combines corporate cards, expenses, and AP in one platform"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|deepseek-small|Tipalti", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company has global vendors, **Tipalti** deserves strong consideration."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|deepseek-small|Medius", "prompt": "c215-m2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Advanced AI automation, highly configurable workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|BILL", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Basic SMB tools** (like standard BILL or Melio) lack the robust multi-entity support, deep 3-way PO matching, and line-item coding needed for complex operations."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|Melio", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Basic SMB tools** (like standard BILL or Melio) lack the robust multi-entity support"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|SAP Ariba", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Enterprise suites** (like SAP Ariba or Coupa) require hundreds of thousands of dollars in licensing... which is overkill."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|Coupa", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "require hundreds of thousands of dollars in licensing and months of complex IT implementation, which is overkill"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|Stampli", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Best Overall for Collaboration & ERP Integration: **Stampli** ... is the market leader."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|Tipalti", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for Global Operations & Multi-Entity Compliance: **Tipalti** ... is the gold standard."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|Ramp", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Ramp** is highly recommended."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|AvidXchange", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for Industry-Specific ERPs (Real Estate, Construction): **AvidXchange** is the legacy leader."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|google-small|Medius", "prompt": "c215-m2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "choose **Stampli** or **Medius**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|meta-small|Medius", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top results include Medius, HighRadius, PayRequest, Invoiced, and Perk."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|meta-small|HighRadius", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top results include Medius, HighRadius, PayRequest, Invoiced, and Perk."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|meta-small|PayRequest", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "PayRequest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top results include Medius, HighRadius, PayRequest, Invoiced, and Perk."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|meta-small|Invoiced", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top results include Medius, HighRadius, PayRequest, Invoiced, and Perk."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|meta-small|Perk", "prompt": "c215-m2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Perk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top results include Medius, HighRadius, PayRequest, Invoiced, and Perk."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|minimax-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL (formerly Bill.com)** - Best Overall for Most Mid-Sized Businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|minimax-small|AvidXchange", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**AvidXchange** - Best Specialized for Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|minimax-small|Tipalti", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** - Best for Global Operations"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|minimax-small|Stampli", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stampli** - Best for Collaboration & ERP Flexibility"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|minimax-small|Ramp", "prompt": "c215-m2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-conscious?** → BILL or Ramp (free AP tier available)"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BILL** and **AvidXchange** are the top picks due to their focus on mid-market needs"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|mistral-small|AvidXchange", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL** and **AvidXchange** are the top picks due to their focus on mid-market needs"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|mistral-small|Tipalti", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If international payments and compliance are a priority, **Tipalti** is the best fit."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|mistral-small|Sage Intacct", "prompt": "c215-m2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sage Intacct** is ideal for those wanting a more integrated financial management system."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|moonshot-small|Stampli", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a typical **mid-sized B2B company**, I'd suggest starting with **Stampli** or **BILL**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|moonshot-small|BILL", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Stampli** or **BILL**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|moonshot-small|Airbase", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Spend Management + AP Combined"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|moonshot-small|AvidXchange", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Check-Heavy Verticals"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|moonshot-small|Melio", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Lowest cost for basic needs** | **Melio** (starts at $0)"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|moonshot-small|Ramp", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Airbase** or **Ramp**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|moonshot-small|Tipalti", "prompt": "c215-m2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Global payments / multi-entity** | **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|openai-small|Stampli", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Stampli** if your main pain is **invoice processing, approvals, and team collaboration**"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|openai-small|Tipalti", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your needs are broader than invoice processing... I'd recommend **Tipalti** instead"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|openai-small|SAP Ariba Invoicing", "prompt": "c215-m2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SAP Ariba Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already on **SAP**, then **SAP Ariba Invoicing** is the strongest fit"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|xai-small|BILL (formerly Bill.com)", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BILL (formerly Bill.com) as the top starting point for invoice processing automation."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|xai-small|AvidXchange", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market with high volume (500+ invoices/mo), esp. real estate/construction B2B ... More robust for complex workflows but pricier/slower setup."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|xai-small|Ramp", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Companies wanting free basics + spend management (cards/expenses) | Highest on G2 for AP"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|xai-small|Stampli", "prompt": "c215-m2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Collaboration-heavy approvals, AI coding ... Excellent for multi-entity B2B but custom pricing."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|BILL", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid‑sized B2B company, **BILL** is the most balanced starting point"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|Tipalti", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have multi‑country spend or complex multi‑entity needs, **Tipalti** or **Medius** are stronger choices."}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|Stampli", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for ERP Flexibility and Line‑Level Matching"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|Medius", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tipalti**, **Stampli**, or **Medius** will provide deeper capabilities"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|Ramp", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ramp** is ideal if you also want to consolidate card spend and expense management"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|AvidXchange", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cloud‑based invoice management with digital approval routing and payment scheduling"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|HighRadius", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI‑powered, template‑free data capture with automated exception handling and 3‑way matching"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|SprintAP (Rossum)", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "SprintAP (Rossum)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "AI‑driven invoice capture and PO matching; ideal if your primary bottleneck is extraction accuracy"}, {"id": "mai-20260918-0023-calibration_b|c215-m2|zai-small|QuickBooks Online", "prompt": "c215-m2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "best as a complementary solution rather than a full AP automation platform"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|alibaba-small|Ramp", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** is ideal if you want to combine card spend with AP automation in one dashboard."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **BILL** if you want simplicity and great QuickBooks/Xero integration."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|alibaba-small|Tipalti", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** is the gold standard for handling multi-currency, multi-tax compliance efficiently."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|alibaba-small|AvidXchange", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Look at **AvidXchange** or **Coupa** depending on whether you need deeper ERP-specific control"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|alibaba-small|Stampli (now part of Medius)", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli (now part of Medius)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mid-market companies wanting a lightweight, cloud-native solution."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|alibaba-small|Coupa", "prompt": "c215-m3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "broader spend visibility (Coupa)"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Medius", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Vic.ai and Medius lead on fully autonomous, hands-off processing"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Tipalti", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "An accounts payable and global payments platform built for organizations paying large numbers of suppliers across countries and currencies"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Coupa", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|SAP Concur", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Stampli", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Treats every invoice like a conversation, with comments, questions, and approvals sitting right beside the numbers"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|AvidXchange", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Dominant US/UK players include Bill.com, Stampli, Tipalti, Quadient AP, AvidXchange and Yooz"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|BILL", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "include Medius, Tipalti, Coupa, SAP Concur, Stampli, AvidXchange, BILL, and Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Ramp", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "An all-in-one financial operations platform that combines AP automation with corporate cards, expense management"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Quadient AP", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Quadient AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Dominant US/UK players include Bill.com, Stampli, Tipalti, Quadient AP, AvidXchange and Yooz"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Yooz", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Dominant US/UK players include Bill.com, Stampli, Tipalti, Quadient AP, AvidXchange and Yooz"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Zone & Co", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Zone & Co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "For NetSuite teams that want a single vendor covering the full AP cycle, Zone & Co is the strongest native option on the market"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|anthropic-small|Vic.ai", "prompt": "c215-m3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Vic.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Vic.ai's Autopilot running invoices end to end with minimal review"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|BILL", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Need simple AP with fast setup?** BILL or Ramp."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Ramp", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Combines AP with cards and spend controls, so it is broader than a pure AP tool."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Stampli", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need strong invoice collaboration and visibility?** Stampli."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Tipalti", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Need global vendor payments and tax/compliance?** Tipalti."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|AvidXchange", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Often presented as a general-purpose AP automation leader with strong invoice and payment workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Coupa", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Need enterprise procurement and controls?** Coupa, SAP Concur, Basware, or Zip."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|SAP Concur / SAP-native AP tools", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur / SAP-native AP tools", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best when AP needs to integrate tightly with a larger ERP/procurement stack."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Basware", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Emphasizes complex matching, global scale, and compliance-heavy environments."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Precoro", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Stronger on approvals, PO control, and upstream procurement workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Procurify", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stronger on approvals, PO control, and upstream procurement workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Zip", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Zip", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Need enterprise procurement and controls?** Coupa, SAP Concur, Basware, or Zip."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Freehand", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Freehand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Platforms like Freehand or outsourced AP offerings may fit better than traditional software alone."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|challenger-small|Brex", "prompt": "c215-m3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "some are **spend-management-first** (Ramp, Brex)"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "🏆 Best Overall / Best for SMB — **Ramp Bill Pay** — *Best for bundling AP with spend management*"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|BILL (Bill.com)", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "*Best for small businesses with QuickBooks* - The safest choice for teams under ~50 employees"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Tipalti", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global multi-entity payables"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Stampli", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Often considered the \"just right\" fit for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|AvidXchange", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for real estate & construction mid-market"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for large SAP-shop enterprises"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Coupa", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for full procure-to-pay / business spend management"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Medius", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for complex enterprise workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Basware", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Basware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Other notable players"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|HighRadius", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Other notable players"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Yooz", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notable players"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Melio", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notable players"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|deepseek-small|Mindsprint SprintAP", "prompt": "c215-m3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Mindsprint SprintAP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Mindsprint SprintAP** (managed AP service)"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|BILL (formerly Bill.com)", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best For: Established mid-sized businesses looking for a combined AP/AR ... Limitations: High per-user pricing, a steeper learning curve"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|Melio", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: Micro-to-small businesses seeking a simple, low-cost solution."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|Ramp (Ramp Bill Pay)", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp (Ramp Bill Pay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: High-growth startups and modern finance teams wanting fast, unified spend control."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|Airbase", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "specialized procurement engines like Airbase or Stampli perform much better"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|Stampli", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best For: Mid-market companies with decentralized approval processes and complex ERP integrations."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|Quadient AP (formerly Beanworks)", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Quadient AP (formerly Beanworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For: Multi-entity businesses that want a modular AP setup."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|Tipalti", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Global Enterprise Leader: Tipalti ... Unmatched international payout capabilities."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|google-small|Zone & Co", "prompt": "c215-m3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Zone & Co", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best For: Organizations running entirely on Oracle NetSuite."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|meta-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Ramp Bill Pay, Tipalti, Stampli, AvidXchange, and SAP Concur Invoice."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|meta-small|Tipalti", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Ramp Bill Pay, Tipalti, Stampli, AvidXchange, and SAP Concur Invoice."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|meta-small|Stampli", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Ramp Bill Pay, Tipalti, Stampli, AvidXchange, and SAP Concur Invoice."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|meta-small|AvidXchange", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Ramp Bill Pay, Tipalti, Stampli, AvidXchange, and SAP Concur Invoice."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|meta-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Ramp Bill Pay, Tipalti, Stampli, AvidXchange, and SAP Concur Invoice."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** – Best overall for most teams"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|Bill.com (BILL)", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for small to midsize businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|Tipalti", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for global payments and high-volume payables"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|Stampli", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for approval workflow complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|AvidXchange", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for mid-market & enterprise"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|Corpay", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for multi-entity, ERP-led environments"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|Brex", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for global spend control"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|minimax-small|Melio", "prompt": "c215-m3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for simplicity"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Medius", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Leading AP Automation Tools:**\n- **Medius**"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Tipalti", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Global Payments:** Tipalti is widely recognized for its robust global payment capabilities"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Coupa", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "SAP Concur and Coupa offer comprehensive solutions for complex expense and AP management"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|SAP Concur", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Large Enterprises:** SAP Concur and Coupa offer comprehensive solutions"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Stampli", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stampli excels at invoice capture, approval workflows, and AI-powered coding"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|AvidXchange", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BILL (Bill.com) and AvidXchange are popular for their ease of use and QuickBooks integration"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Yooz, BILL, and Stampli lead in AI-driven invoice processing and fraud prevention"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Ramp", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Ramp and Brex focus on spend control and corporate cards, integrating AP automation with expense management"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Brex", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Ramp and Brex focus on spend control and corporate cards"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|SIMPL", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SIMPL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "SIMPL offers a fully managed AP service, ideal for businesses wanting to outsource the entire function"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|MineralTree", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "MineralTree is tailored for the healthcare industry"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|DOKKA", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "DOKKA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "DOKKA emphasizes document handling and three-way matching"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Yooz", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Yooz and BILL leverage AI for invoice processing and fraud detection"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Procurify", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "- **Procurify**"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|mistral-small|Precoro", "prompt": "c215-m3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Precoro", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "- **Precoro**"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|Tipalti", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Tipalti leads for global complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|Stampli", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Stampli for ease of implementation"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|BILL (Bill.com)", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL/Ramp for simplicity at smaller scale"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|AvidXchange", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "High paper invoice volume, multiple departments | **AvidXchange**"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|Ramp", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "BILL/Ramp for simplicity at smaller scale"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|Medius", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Medius for AI automation"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|Coupa", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Procurement-first, PO-driven organization | **Coupa**"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|SAP Concur", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Companies prioritizing T&E over AP depth"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|moonshot-small|Melio", "prompt": "c215-m3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Budget (<$3,500/year)** | Ramp Bill Pay, Melio"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|BILL", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**BILL** if you want a balanced, easy-to-adopt AP automation tool."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|Ramp", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Ramp** if you want AP plus cards and spend management."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|Stampli", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Stampli** if invoice collaboration and visibility matter most."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|Tipalti", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Tipalti** if you pay vendors globally and need compliance."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|Brex", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Brex** if you want AP inside a finance/spend stack."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|Sage Intacct", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Sage Intacct", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sage Intacct** if AP is part of a broader accounting modernization project."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|SAP Concur", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**SAP Concur** if AP is tightly linked to travel and expenses."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|openai-small|Airbase", "prompt": "c215-m3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Airbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Airbase** if you want AP plus approvals and procurement-style controls."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** - Best for startups/mid-market combining spend management & free core AP."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|BILL (Bill.com)", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SMBs with simple invoicing, vendor payments, & QuickBooks/Xero integration."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|Stampli", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for collaborative invoice approvals & mid-market ERP users (e.g., NetSuite)."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|Tipalti", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for global/mass payments across 190+ countries with tax compliance."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|AvidXchange", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best overall for mid-market, esp. industries like real estate, with strong payments."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|Medius", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Medius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for enterprise with advanced AI workflows & deep ERP integration."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|SAP Concur", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for SAP ecosystems & structured T&E/AP."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|xai-small|Coupa", "prompt": "c215-m3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprise ones (Coupa) cost more but scale for 100K+ invoices/mo"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|Ramp Bill Pay", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp** offers the best value for teams already using corporate cards: free AP automation tied to spend management."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|BILL", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL** is the go-to for SMBs on QuickBooks/Xero with a simple, per-seat pricing model."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|Tipalti", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tipalti** dominates global payables and tax compliance at scale."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|Stampli", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stampli** excels when approval routing and collaboration are your biggest bottlenecks."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|AvidXchange", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-market payment-first workflows | Focused AP, bank-grade security, strong check & ACH rails"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|Melio", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Melio** – Excellent for simple ACH/check; less suited for complex global payouts."}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|SAP Concur Invoice", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise with existing Concur expense | Tight expense + AP integration"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|Coupa AP", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Coupa AP", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Enterprise procure-to-pay suites | Full P2P + AP, supplier network, analytics"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|Yooz", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lean AP teams wanting AI | AI-powered invoice capture & matching, fast deployment"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|Corpay", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Integrated card spend + AP (formerly Nvoicepay)"}, {"id": "mai-20260918-0023-calibration_b|c215-m3|zai-small|MakersHub", "prompt": "c215-m3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Complex, high-volume AP | Deep line-item accuracy, two-way/three-way matching"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Dext Prepare", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Dext Prepare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Receipt scanning & basic approvals** | **Dext Prepare**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Zoho Books", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**An all-in-one accounting system** | **Zoho Books**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|PayFlow", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "PayFlow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Dedicated AP processing (cheaper than competitors)** | **PayFlow**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Bill.com", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Generally more competitive than Bill.com or Tipalti for smaller volumes."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Tipalti", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "more competitive than Bill.com or Tipalti for smaller volumes"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Ariba", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Specifically designed to be simpler than enterprise tools like Ariba or Basware."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Basware", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "simpler than enterprise tools like Ariba or Basware"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|BillForward", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BillForward", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "It positions itself as the affordable alternative to expensive market leaders."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Ramp", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**To eliminate AP software costs entirely** | **Ramp (Virtual Cards)**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|alibaba-small|Brex", "prompt": "c215-m4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Honorable Mention: Corporate Cards (Ramp or Brex)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|anthropic-small|Melio", "prompt": "c215-m4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** and **Ramp** stand out as the most budget-conscious options with free or very low-cost entry points."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|anthropic-small|Ramp", "prompt": "c215-m4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Melio** and **Ramp** stand out as the most budget-conscious options with free or very low-cost entry points."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|anthropic-small|Zoho Books", "prompt": "c215-m4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Books gives small businesses an affordable combination of accounting software and AP functionality"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|anthropic-small|BILL", "prompt": "c215-m4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BILL AP/AR provides a flexible, cloud-based platform to automate accounts payable and receivable workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|challenger-small|Melio", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Melio** if you only need low-cost bill payment and basic AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|challenger-small|Ramp", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is the other standout because its core bill pay/AP features are available at **$0/month**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|challenger-small|Plooto", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if you want a **low flat-rate** option"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|challenger-small|BILL", "prompt": "c215-m4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is not the cheapest option, starting around **$49/user/month**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|deepseek-small|Melio", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Melio or Ramp (both $0)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|deepseek-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Melio or Ramp (both $0)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|deepseek-small|Zoho Books", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need full accounting too, go with **Zoho Books' free plan**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|deepseek-small|QuickBooks Online + Bill Pay", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Online + Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$0\\u2013$15/month (requires a QuickBooks subscription) if you already use QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|deepseek-small|BILL (Bill.com)", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "worth it only if you process **30\\u2013150+ bills per month** with real approval chains"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|deepseek-small|Invoice Fly", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "budget-friendly plans as low as **$12.99/month** for simple bill tracking"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|deepseek-small|Cflow", "prompt": "c215-m4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Cflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "from **$11/user/month** for a no-code workflow builder"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|google-small|Tipalti", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you generally want to avoid heavy enterprise platforms (like Tipalti, Coupa, or AvidXchange)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|google-small|Coupa", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you generally want to avoid heavy enterprise platforms (like Tipalti, Coupa, or AvidXchange)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|google-small|AvidXchange", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you generally want to avoid heavy enterprise platforms (like Tipalti, Coupa, or AvidXchange)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|google-small|Melio", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Melio is widely considered the most cost-effective platform for basic AP automation."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|google-small|Ramp (with Ramp Bill Pay)", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp (with Ramp Bill Pay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Ramp if your business uses corporate credit cards, you want to eliminate subscription fees entirely"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|google-small|BILL (formerly Bill.com)", "prompt": "c215-m4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "While it is more expensive than Melio or Ramp, it remains highly affordable compared to enterprise systems"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|meta-small|Melio", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts payable automation software for a company with a limited budget includes Melio, BILL AP/AR, Ramp Bill Pay, and others."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|meta-small|BILL AP/AR", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "includes Melio, BILL AP/AR, Ramp Bill Pay, and others"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|meta-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "like Ramp Bill Pay, offer a free trial and free tier, making them suitable for companies with limited budgets"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|minimax-small|Melio", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **strictest budgets**, start with **Melio** (free) or **Zoho Books** (free tier)."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|minimax-small|Ramp", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you can afford some investment and want better automation, **Ramp at $15/user/month** offers excellent value"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|minimax-small|Zoho Books", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Melio** (free) or **Zoho Books** (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|minimax-small|Bill.com", "prompt": "c215-m4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bill.com** (Best Overall Value) - **Price**: From $45/month"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|mistral-small|Melio", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio and Ramp Bill Pay** stand out due to their free tiers and strong automation capabilities"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|mistral-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Melio and Ramp Bill Pay** stand out due to their free tiers and strong automation capabilities"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|mistral-small|Xero", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need more integrated accounting features, **Xero** is a solid choice."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|mistral-small|QuickBooks Bill Pay", "prompt": "c215-m4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for businesses already using QuickBooks Online"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|moonshot-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Ramp or Melio** if you have a very limited budget—both offer genuinely free tiers"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|moonshot-small|Melio", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Ramp or Melio** if you have a very limited budget"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|moonshot-small|Xero", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need accounting software bundled in, **Xero at $25/month** offers excellent value."}, {"id": "mai-20260918-0023-calibration_b|c215-m4|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-m4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Industry standard with robust features, though pricier than free alternatives"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|openai-small|Melio", "prompt": "c215-m4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is usually the best first choice for AP automation because it offers a **free version**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|openai-small|ApprovalMax", "prompt": "c215-m4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use **QuickBooks Online or Xero** and mainly need **approval workflows**"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|openai-small|BILL AP/AR", "prompt": "c215-m4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a more full-featured option for SMBs, but typically more expensive than Melio"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|xai-small|Melio", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio or Ramp Bill Pay stand out as the top accounts payable (AP) automation options"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|xai-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Melio or Ramp Bill Pay stand out as the top accounts payable (AP) automation options"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|xai-small|QuickBooks Bill Pay", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Bill Pay (if you use QuickBooks) | ~$7.50/mo ... Best For: Existing QuickBooks users"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|xai-small|BILL", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Avoid pricier ones like BILL (~$45-49/user/mo) ... unless you outgrow free tiers"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|xai-small|Stampli", "prompt": "c215-m4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Avoid pricier ones like BILL (~$45-49/user/mo) or Stampli (custom, $1K+/mo)"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|zai-small|Melio", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio is widely considered the top choice for small businesses starting out because it offers a genuinely useful free plan"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|zai-small|Ramp Bill Pay", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** is the most powerful free option"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|zai-small|QuickBooks Bill Pay", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Existing QuickBooks Users"}, {"id": "mai-20260918-0023-calibration_b|c215-m4|zai-small|Cflow", "prompt": "c215-m4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Cflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cflow (Best for Low Monthly Cost)"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|alibaba-small|SAP Ariba", "prompt": "c215-m5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you may not have the dedicated resources for massive enterprise implementations (like those required for SAP Ariba)"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|alibaba-small|Tipalti", "prompt": "c215-m5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tipalti:** Better for global companies or those needing heavy fraud detection and strict compliance controls."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|alibaba-small|Bill.com", "prompt": "c215-m5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Bill.com:** Very popular, easy to use, great for combining AP and AR. Good for companies using standard ERPs."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|alibaba-small|NetSuite Workflow Automation", "prompt": "c215-m5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "NetSuite Workflow Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are using **NetSuite**: Look at *NetSuite Workflow Automation*."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|alibaba-small|Sage Intacct AP Automation", "prompt": "c215-m5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Sage Intacct AP Automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are using **Sage**: Look at *Sage Intacct AP Automation*."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|alibaba-small|Rossum", "prompt": "c215-m5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Rossum", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Rossum / Trullion:** These are newer, AI-first players that focus heavily on reducing touchpoints."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|alibaba-small|Trullion", "prompt": "c215-m5", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great if your current pain point is high-volume, unstructured data."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|google-small|Stampli", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Stampli: Best-in-class user interface, exceptionally strong on-platform communication, and great for complex, decentralized approval workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|google-small|Tipalti", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The industry standard if you have heavy international payment needs, complex multi-entity structures, or strict tax compliance"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|google-small|MineralTree / Quadient AP (Beanworks)", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "MineralTree / Quadient AP (Beanworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Very solid, middle-of-the-road mid-market options that integrate natively with standard ERPs."}, {"id": "mai-20260918-0023-calibration_b|c215-m5|google-small|Precoro", "prompt": "c215-m5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Precoro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your primary pain is actually \"upstream spend control\""}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|Coupa", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top AP Automation Software to Consider"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|Tipalti", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top AP Automation Software to Consider"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|Bill.com", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top AP Automation Software to Consider"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|Sage Intacct AP Automation", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Sage Intacct AP Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sage Intacct AP Automation"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|Oracle AP Automation (part of Oracle ERP Cloud)", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Oracle AP Automation (part of Oracle ERP Cloud)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Oracle AP Automation (part of Oracle ERP Cloud)"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|SAP Ariba", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "SAP Ariba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SAP Ariba"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|Zoho Invoice/Books", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Zoho Invoice/Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zoho Invoice/Books"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|Melio", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Melio (for SMBs, but worth evaluating for simplicity)"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|mistral-small|HighRadius", "prompt": "c215-m5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|moonshot-small|Stampli", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Stampli** | ERP-heavy environments | 70+ ERP integrations, strong AI"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|moonshot-small|AvidXchange", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**AvidXchange** | 500-5,000 invoices/month | Supplier enablement, 82% touchless rate"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|moonshot-small|Tipalti", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tipalti** | Global operations | 196 countries, multi-currency"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|moonshot-small|BILL", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**BILL** | Simple AP/AR | Easy-to-use, strong QuickBooks integration"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|moonshot-small|Ramp", "prompt": "c215-m5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ramp** | Unified spend management | Combines corporate cards + AP in one platform"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Stampli", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include Stampli, Tipalti, AvidXchange, Bill.com, Ramp, Yooz, Procurify, Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Tipalti", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include Stampli, Tipalti, AvidXchange, Bill.com, Ramp, Yooz, Procurify, Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|AvidXchange", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size include Stampli, Tipalti, AvidXchange, Bill.com, Ramp, Yooz, Procurify, Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Bill.com", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include Stampli, Tipalti, AvidXchange, Bill.com, Ramp, Yooz, Procurify, Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Ramp", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include ... Ramp, Yooz, Procurify, Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Yooz", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Popular options for your size include ... Yooz, Procurify, Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Procurify", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Procurify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Popular options for your size include ... Procurify, Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Coupa", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Popular options for your size include ... Coupa, and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m5|xai-small|Payhawk", "prompt": "c215-m5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Payhawk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Popular options for your size include ... and Payhawk"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|alibaba-small|Bill.com", "prompt": "c215-m6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some users report rigidity in approval workflows at scale and occasional sync issues with certain ERPs like NetSuite or QuickBooks. Support quality has been a frequent point of complaint"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|alibaba-small|Ramp", "prompt": "c215-m6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some enterprise users find its ERP integrations limited ... and its workflow customization less robust than dedicated AP tools"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|alibaba-small|Tipalti", "prompt": "c215-m6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Excellent for global payments, but some users find it overkill if you primarily need domestic AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|challenger-small|Tipalti", "prompt": "c215-m6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be cautious if you are a **QuickBooks SMB** or need a simpler, lower-cost setup; ... priced more for **NetSuite/SAP/Oracle enterprises**"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|challenger-small|Vic.ai", "prompt": "c215-m6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Similar caution for **SMB** use cases; the same comparison groups it with Tipalti as potentially overkill or too enterprise-priced"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Caution: Hidden fees, sync errors, support ... it's often the tool teams **outgrow**"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|deepseek-small|Tipalti", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Caution: Transaction fees, support black holes, implementation delays ... an expensive, support-frustrating trap"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|deepseek-small|Stampli", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Caution: Opaque pricing, global payment gaps, AI accuracy on split GL"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|deepseek-small|Ramp", "prompt": "c215-m6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ramp now charges $0.59 ACH/$1.99 check"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|google-small|AvidXchange", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be Cautious of \"Payee-Paid\" & Aggressive Virtual Card Models\n**Tools often cited:** *AvidXchange, BILL (formerly Bill.com)*"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|google-small|BILL (formerly Bill.com)", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid Tools with Poor Support and Opaque \"Funds Holds\"\n**Tools often cited:** *BILL*"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|google-small|Tipalti", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise platforms like Tipalti are powerhouse systems... However, they come with high subscription fees and steep implementation curves."}, {"id": "mai-20260918-0023-calibration_b|c215-m6|google-small|Basware", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Watch Out for \"Over-Engineering\" (The Scale Mismatch)\n**Tools often cited:** *Tipalti, Basware, Coupa*"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|google-small|Coupa", "prompt": "c215-m6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Watch Out for \"Over-Engineering\" (The Scale Mismatch)\n**Tools often cited:** *Tipalti, Basware, Coupa*"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|minimax-small|Tipalti", "prompt": "c215-m6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While generally rated 4.5/5 on G2, users have reported:\n- **Payment issues**: Delays, reliability problems, and frustrating customer service experiences"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|minimax-small|BILL (formerly Divvy)", "prompt": "c215-m6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Divvy)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Has received some negative reviews, including one recent reviewer calling it \"Horrible at best\" (1.0 star), though overall ratings are around 4.1/5"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-m6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "High-Priority Caution: BILL ... \"DO NOT USE THEM if possible\""}, {"id": "mai-20260918-0023-calibration_b|c215-m6|moonshot-small|Melio", "prompt": "c215-m6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The most problematic vendors based on user feedback are **BILL** and **Melio**"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|moonshot-small|Tipalti", "prompt": "c215-m6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Tipalti** has implementation and usability concerns despite strong international payment capabilities."}, {"id": "mai-20260918-0023-calibration_b|c215-m6|xai-small|BILL", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For small biz: BILL/QuickBooks. Mid-market: Stampli/Tipalti (if global)."}, {"id": "mai-20260918-0023-calibration_b|c215-m6|xai-small|Stampli", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Shortlist via G2/Capterra filters (e.g., BILL for QuickBooks, Stampli for NetSuite)."}, {"id": "mai-20260918-0023-calibration_b|c215-m6|xai-small|Tipalti", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Avoid or test rigorously if**: You're using NetSuite or need fast support\\u2014Reddit users ... report poor product knowledge from reps, slow syncs, clunky 3-way matching"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|xai-small|Ramp", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "lacks robust AP depth beyond card payments\\u2014fine for small teams but weak for complex approvals/invoices ... Skip if you need full P2P automation."}, {"id": "mai-20260918-0023-calibration_b|c215-m6|xai-small|AvidXchange", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Most popular ones like BILL, Stampli, Tipalti, Ramp, and AvidXchange score highly on G2 and Capterra"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|xai-small|NetSuite's built-in AP automation", "prompt": "c215-m6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "NetSuite's built-in AP automation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Often fails post-invoice capture ... Inventory handling drifts accruals, incomplete touchless posting/approvals, audit risks."}, {"id": "mai-20260918-0023-calibration_b|c215-m6|zai-small|Ramp", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "⚠️ **Warning:** One real-world case study describes how a company's primary vendor became so frustrated with Ramp's insistence on credit card payments"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|zai-small|BILL AP/AR", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL AP/AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Sync Problems:** Users report recurring syncing issues with accounting software requiring manual corrections"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|zai-small|Yooz", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Yooz", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**AI Recognition Errors:** Inaccurate data extraction leads to invoice processing mistakes"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|zai-small|Quadient Beanworks", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Quadient Beanworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Duplicate Vendor Creation:** Import feature creates permanent duplicates"}, {"id": "mai-20260918-0023-calibration_b|c215-m6|zai-small|Tipalti", "prompt": "c215-m6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tools that are \"overkill\" for domestic-only AP (e.g., Tipalti for small businesses)"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|alibaba-small|QuickBooks", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "standard accounting packages (like basic QuickBooks or Xero) might lack the workflow controls you need"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|alibaba-small|Xero", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "standard accounting packages (like basic QuickBooks or Xero) might lack the workflow controls you need"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|alibaba-small|Bill.com", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Top Choice: Bill.com ... widely considered the market leader for small to medium-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|alibaba-small|Rippling", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Rippling", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for \"All-in-One\" Ops: Rippling ... the strongest contender"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|alibaba-small|Avidxchange", "prompt": "c215-s1", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Avidxchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Scaling Companies: Avidxchange"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|anthropic-small|BILL", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL and Ramp Bill Pay are among the most commonly recommended AP automation tools for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|anthropic-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Ramp is ideal for small to mid-sized businesses looking for an affordable way to automate their AP workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|anthropic-small|Stampli", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other Good Options - **Stampli**: Its invoice-centered interface simplifies collaboration"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|anthropic-small|MineralTree", "prompt": "c215-s1", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MineralTree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "This cloud-based AP automation software digitizes and automates the entire invoice-to-pay process"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|challenger-small|BILL (Bill.com)", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL is the safest all-around choice for a small B2B company"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|challenger-small|Melio", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio is the best budget/lightweight choice"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|challenger-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ramp Bill Pay if you also want corporate cards, spend management, and AP automation in one place"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|challenger-small|Tipalti", "prompt": "c215-s1", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "better for growing or more complex operations than for the simplest small-business use case"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|deepseek-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** — Best Overall"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|deepseek-small|Melio", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Melio** (free, quick to adopt) if volume is low, or **Ramp Bill Pay** if you want a more complete tool"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**BILL (formerly Bill.com)** — Best for Growing Businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|deepseek-small|Tipalti", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International Payments ... More powerful than needed for very small companies"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|deepseek-small|QuickBooks Online Bill Pay", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "QuickBooks Online Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you already use QuickBooks, this is the easiest zero-setup option with native integration"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|deepseek-small|ApprovalMax", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Need strict approval workflows/controls | **ApprovalMax** (or Ramp)"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|deepseek-small|Plooto", "prompt": "c215-s1", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "flat-rate (like Plooto ~$9/user) can be cheapest"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|google-small|Melio", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "wants simple, standalone bill pay without a monthly subscription fee, Melio is the gold standard"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|google-small|Ramp", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best All-in-One Spend Control (AP + Corporate Cards)... Ramp is highly rated"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|google-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is more expensive than Melio and has a steeper learning curve, but it is built to handle scaling volume."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|google-small|MakersHub", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you do job-costing, construction, or inventory matching**, go with **MakersHub**"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|google-small|Stampli", "prompt": "c215-s1", "model": "google-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stampli is a top tier solution"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|meta-small|Bill.com", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts payable automation software for a small B2B company is Bill.com, which is the best pick for small firms"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|meta-small|fueler.io", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "fueler.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include fueler.io, cflowapps.com, ramp.com, and conseroglobal.com"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|meta-small|cflowapps.com", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "cflowapps.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include fueler.io, cflowapps.com, ramp.com, and conseroglobal.com"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|meta-small|ramp.com", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ramp.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include fueler.io, cflowapps.com, ramp.com, and conseroglobal.com"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|meta-small|conseroglobal.com", "prompt": "c215-s1", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "conseroglobal.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include fueler.io, cflowapps.com, ramp.com, and conseroglobal.com"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|minimax-small|Bill.com (now called BILL)", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com (now called BILL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, I'd suggest **Bill.com** because: - It's the industry standard for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|minimax-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if budget is a primary concern, **Ramp Bill Pay** offers excellent core features for free"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|minimax-small|Stampli", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Highest Customer Satisfaction ... Best satisfaction rating (98/100 on G2)"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|minimax-small|Melio", "prompt": "c215-s1", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Simple Needs - Simple setup, good for very small teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|mistral-small|Bill.com (now BILL)", "prompt": "c215-s1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com (now BILL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you’re a small B2B company using QuickBooks or Xero and want a simple, integrated AP/AR solution, **Bill.com** is the best pick."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|mistral-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want free core AP features and integrated spend management, **Ramp Bill Pay** is ideal."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|mistral-small|Stampli", "prompt": "c215-s1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For advanced automation and collaboration, **Stampli** stands out."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|mistral-small|Tipalti", "prompt": "c215-s1", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for businesses with high-volume global payments or complex international payouts."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL (formerly Bill.com) — Best Overall for Small B2B ... remains the safest choice"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|moonshot-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp Bill Pay — Best for AI-Driven Automation + Free Tier"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|moonshot-small|Melio", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Melio — Best for Very Small Businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|moonshot-small|Stampli", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Stampli — Best for Invoice-Centric Collaboration"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|moonshot-small|Tipalti", "prompt": "c215-s1", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "International vendors, multi-entity | **Tipalti** (mid-market upgrade)"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|openai-small|BILL AP/AR", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best AP automation software is usually **BILL AP/AR** if you want the best balance"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|openai-small|Ramp", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want AP plus cards/spend control:** **Ramp**"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|openai-small|Melio", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for low-cost/simple bill pay:** **Melio**"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|openai-small|Tipalti", "prompt": "c215-s1", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for global payments, tax/compliance, or more complex vendor workflows:** **Tipalti**"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|xai-small|BILL (formerly Bill.com)", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL edges out as the safest, most balanced choice for small B2B per G2's small-business grid and expert comparisons"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|xai-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Free/Low-Cost Entry"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|xai-small|Melio", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simple, Affordable Bill Pay"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|xai-small|ApprovalMax", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other notables: ApprovalMax (strong approvals, ~$50/org/mo)"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|xai-small|Stampli", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Stampli (collaborative invoices)"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|xai-small|Tipalti", "prompt": "c215-s1", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tipalti (if global suppliers)"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|zai-small|Ramp Bill Pay", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most Versatile for Small B2B: Ramp Bill Pay or Bill.com."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|zai-small|Bill.com", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most Versatile for Small B2B: Ramp Bill Pay or Bill.com."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|zai-small|Tipalti", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global or Complex Payables: Tipalti."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|zai-small|Melio", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Simplest & Cheapest Entry: Melio."}, {"id": "mai-20260918-0023-calibration_b|c215-s1|zai-small|AvidXchange", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "AvidXchange", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mid-size businesses needing robust AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s1|zai-small|Stampli", "prompt": "c215-s1", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "direct", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "AvidXchange or Stampli (strong AP automation with flexible workflows)"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|alibaba-small|BILL.com", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **BILL.com** (formerly Bill.com) as the primary choice"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|alibaba-small|QuickBooks Payments", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **QuickBooks Payments** or **Xero + Dext** as strong alternatives"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|alibaba-small|Xero", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero + Dext** as strong alternatives depending on your existing accounting stack"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|alibaba-small|Dext", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Expense & Invoice Capture: Dext (by Bill.com)"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|alibaba-small|NetSuite", "prompt": "c215-s2", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Integrates seamlessly with major accounting software (QuickBooks, Xero, NetSuite)"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|anthropic-small|QuickBooks Online", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "accounting-led tools like QuickBooks Online, Xero and FreshBooks automate billing and recurring invoices without added cost or complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|anthropic-small|Xero", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Xero is a user-friendly accounting platform primarily designed for bookkeepers and accountants"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|anthropic-small|FreshBooks", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "accounting-led tools like QuickBooks Online, Xero and FreshBooks automate billing and recurring invoices"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|anthropic-small|Bill.com", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Bill.com is a popular choice among small and medium-sized businesses that want simple, end-to-end automation."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|anthropic-small|Lido", "prompt": "c215-s2", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Lido", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Lido is the best invoice automation software for small and mid-sized teams in 2026."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|challenger-small|BILL", "prompt": "c215-s2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **BILL** first"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|challenger-small|QuickBooks Online", "prompt": "c215-s2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want invoicing plus accounting together:** **QuickBooks Online**"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|challenger-small|PayRequest", "prompt": "c215-s2", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "PayRequest", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a simple, client-facing billing flow:** **PayRequest**"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|QuickBooks Online", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My top recommendation:** For most small B2B businesses, **QuickBooks Online** (or **Xero** if you prefer it) is the smartest starting point."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|Xero", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**QuickBooks Online** (or **Xero** if you prefer it) is the smartest starting point"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|FreshBooks", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Service/professional B2B billing that's client-friendly"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|BILL (AP/AR)", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (AP/AR)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you grow and need advanced approval/invoice-capture automation, graduate to **BILL**."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|Zoho Books", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best-value option, especially in the Zoho ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|Invoiced", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "pair your accounting tool with something like **BILL**, **Invoiced**, or a collections add-on"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|Upflow", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a collections add-on like **Upflow** to automate dunning emails and cash application"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|BillTrust", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BillTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "What I'd avoid ... Enterprise platforms like BillTrust, Corcentric, or full ERPs — these are overkill and expensive"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|Corcentric", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Corcentric", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Enterprise platforms like BillTrust, Corcentric, or full ERPs — these are overkill and expensive"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|Balance", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Balance", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Pure checkout-financing tools (Balance, Slope) unless your specific problem is customers who want net terms at checkout."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|deepseek-small|Slope", "prompt": "c215-s2", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Slope", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Pure checkout-financing tools (Balance, Slope) unless your specific problem is customers who want net terms at checkout."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|google-small|BILL (formerly Bill.com)", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**BILL \\u2014 Best for Multi-Person Approval Workflows**"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|google-small|Plooto", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Plooto \\u2014 Best Budget-Friendly Choice for Simple B2B AR"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|google-small|Upflow", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Upflow \\u2014 Best for B2B SaaS & Service Agencies with Late Payments"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|google-small|Melio", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Melio \\u2014 Best Overall AP for True Small Businesses**"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|google-small|MakersHub", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "MakersHub or Yooz \\u2014 Best for Complex, Multi-Line Invoices"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|google-small|Yooz", "prompt": "c215-s2", "model": "google-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "MakersHub or Yooz \\u2014 Best for Complex, Multi-Line Invoices"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|meta-small|AvidXchange", "prompt": "c215-s2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "AvidXchange", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AvidXchange - a cloud-based invoice management with digital approval routing and payment scheduling, suitable for mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|meta-small|Bill.com", "prompt": "c215-s2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bill.com - streamlined invoice capture and approval tracking through a simple online interface, suitable for small and growing businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|meta-small|Medius", "prompt": "c215-s2", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Medius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Medius - automated PO matching and approval workflows, suitable for mid-sized businesses seeking efficiency"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|minimax-small|QuickBooks Online", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **QuickBooks Online** or **Xero** as they provide the best balance of invoicing power + overall accounting features"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|minimax-small|Xero", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest **QuickBooks Online** or **Xero** as they provide the best balance"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|minimax-small|Bill.com", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Businesses focused heavily on accounts payable/receivable automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|minimax-small|FreshBooks", "prompt": "c215-s2", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're very small and just need invoicing, **FreshBooks** is simpler and cheaper."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|mistral-small|QuickBooks Online Advanced", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Good for QuickBooks users, includes automated invoice capture and approval workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|mistral-small|Xero + Hubdoc", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Xero + Hubdoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong for Xero users, with good OCR and bill capture."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|mistral-small|Melio", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Great for US-based B2B payments and invoice automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|mistral-small|Bill.com", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent for B2B payments and invoice automation, integrates with many accounting systems."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|mistral-small|Zoho Invoice/Books", "prompt": "c215-s2", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zoho Invoice/Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget-friendly, good for small businesses with simpler needs."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|moonshot-small|QuickBooks Online", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. QuickBooks Online** — *Best All-in-One Solution*"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|moonshot-small|Bill.com", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Bill.com** — *Best for AP/AR Management*"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|moonshot-small|FreshBooks", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. FreshBooks** — *Best for User-Friendliness*"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|moonshot-small|Zoho Invoice", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Zoho Invoice** — *Best Free Option*"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|moonshot-small|DocuClipper", "prompt": "c215-s2", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "DocuClipper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bill.com** or **DocuClipper** (for heavy AP automation)"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|openai-small|QuickBooks Online + QuickBooks Bill Pay", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online + QuickBooks Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **QuickBooks Online + QuickBooks Bill Pay** if you already use QuickBooks or want an all-in-one option."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|openai-small|BILL AP/AR", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL AP/AR** is a strong contender for small businesses because it focuses on invoice capture, approval routing, payment execution, and reconciliation."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|openai-small|QuickBooks Online Advanced", "prompt": "c215-s2", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "QuickBooks Online Advanced can help, but it may be more than a very small business needs."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|xai-small|BILL (formerly Bill.com)", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend BILL (formerly Bill.com) as the top choice for invoice processing automation."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|xai-small|Melio", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want super-simple, free AP-focused bill pay ... Great for tiniest teams."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|xai-small|Ramp Bill Pay", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You need free AI-driven AP + spend management/corporate cards."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|xai-small|FreshBooks", "prompt": "c215-s2", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Focus is AR (easy client invoicing/time tracking) over heavy AP."}, {"id": "mai-20260918-0023-calibration_b|c215-s2|zai-small|Bill.com (BILL)", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Bill.com (BILL)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Bill.com (BILL)** as your primary invoice processing automation tool"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|zai-small|Ramp Bill Pay", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 🥈 Strong Alternative: Ramp Bill Pay"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|zai-small|Melio", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Simpler AP with easy vendor payments and bank transfers"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|zai-small|Plooto", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid‑market AP automation with strong approval controls"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|zai-small|ApprovalMax", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Advanced approval workflows and multi‑entity support"}, {"id": "mai-20260918-0023-calibration_b|c215-s2|zai-small|Zoho Books", "prompt": "c215-s2", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "includes basic AP automation | Included in core plan; more limited than Bill.com/Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|alibaba-small|SAP Concur", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "SAP Concur", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade solutions like SAP Concur or AvidXchange are generally overkill"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|alibaba-small|AvidXchange", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-grade solutions like SAP Concur or AvidXchange are generally overkill"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Choose BILL** if your accountant recommends it or if you have complex approval chains"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|alibaba-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Choose Ramp** if you want to consolidate your corporate card and bill payments into one view"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|alibaba-small|Melio", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Melio** if you have few employees (1-2 people handling finance)"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|alibaba-small|Stampli", "prompt": "c215-s3", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best For:** Small-to-medium teams that prioritize vendor collaboration"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|anthropic-small|BILL", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL and Ramp are often a fit for smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|anthropic-small|Ramp", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "BILL and Ramp are often a fit for smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|anthropic-small|Melio", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "along with other options like Melio and Dext"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|anthropic-small|Dext", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Dext is a document capture and data extraction tool built for small to mid-market accounting teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|anthropic-small|Stampli", "prompt": "c215-s3", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stampli focuses on collaboration within AP processes, with AI-assisted workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|challenger-small|Ramp", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick **Ramp** if you want **AP + cards + spending controls** in one system."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|challenger-small|Melio", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick **Melio** if you want **simple bill payments** with minimal overhead."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|challenger-small|BILL", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick **BILL** if you want the most established **SMB AP workflow**"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|challenger-small|Plooto", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick **Plooto** if you want **flat-rate AP/AR**."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|challenger-small|Stampli", "prompt": "c215-s3", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pick **Stampli** if approvals and invoice collaboration matter more than price."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|deepseek-small|Ramp (Bill Pay)", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp (Bill Pay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Want free AP plus corporate cards & spend control?** → Ramp"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Often called the \"safest choice\" for teams under ~50 employees"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|deepseek-small|Melio", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** The smallest teams and micro-businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|deepseek-small|Stampli", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Invoice collaboration-first** — built around a chat-style interface attached to each invoice"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|deepseek-small|Tipalti", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill for simple domestic small teams, but essential if you scale internationally."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|deepseek-small|QuickBooks Online / Zoho Books", "prompt": "c215-s3", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "QuickBooks Online / Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Teams already living in their accounting software who need basic AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|google-small|Melio", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Melio if you are a very small business (under 5 employees) that just wants basic bill pay"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|google-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "This can get expensive quickly for small teams with multiple reviewers... Can get expensive; dated user interface."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|google-small|Ramp", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Ramp is the premier modern choice... making it incredibly cost-effective for small teams."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|google-small|ApprovalMax", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small Teams with Complex Approval Workflows... highly affordable for small teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|google-small|MakersHub", "prompt": "c215-s3", "model": "google-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Operationally Complex Businesses (Construction, Inventory, Trades)... Overkill for simple, service-based small businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|meta-small|BILL", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL is the safest choice for small businesses under 50 employees, with deep QuickBooks/Xero integration, reliable ACH, and a transparent pricing model."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|meta-small|Ramp", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp is best for teams that want AP bundled with spend management, but it added per-transaction Bill Pay fees starting June 2026."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|meta-small|Tipalti", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tipalti is suitable for mid-market teams that need multi-entity support and advanced approval workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|meta-small|Melio", "prompt": "c215-s3", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Melio is ideal for small businesses and freelancers, offering simple, free bill payments with a free tier"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|minimax-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Ramp Bill Pay** - **Pricing:** Free (core features)... Teams wanting free, AI-powered AP | AI agents, all-in-one spend management"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|minimax-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Growing team with budget:** BILL (more features)"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|minimax-small|Melio", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Very small team (1-5 people):** Melio (free tier) or Ramp (free)"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|minimax-small|Stampli", "prompt": "c215-s3", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Teams needing collaboration:** Stampli"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|mistral-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **BILL** is the safest choice if you need strong accounting integrations and a full AP/AR suite."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|mistral-small|Ramp", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want free AP automation bundled with spend management, **Ramp** is a great value."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|mistral-small|Melio", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For the lowest-cost, flexible payments, **Melio** is ideal."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|mistral-small|Stampli", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For AI-powered invoice workflows, consider **Stampli** or **Nanonets**."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|mistral-small|Tipalti", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For global or high-volume needs, **Tipalti** is the most scalable."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|mistral-small|Nanonets", "prompt": "c215-s3", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Nanonets", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For AI-powered invoice workflows, consider **Stampli** or **Nanonets**."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|moonshot-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Ramp Bill Pay** ⭐ Best Overall Value"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|moonshot-small|BILL (formerly Bill.com)", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "⭐ Market Leader ... **Limitations:** Higher cost; transaction fees add up"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|moonshot-small|Melio", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "⭐ Simplest & Most Affordable"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|moonshot-small|ApprovalMax", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Teams needing robust approval controls and budget checking"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|moonshot-small|Plooto", "prompt": "c215-s3", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** AP/AR with flat-rate pricing"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|openai-small|BILL", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Usually the default choice for teams that mainly need invoice capture, approval routing, and bill payments"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|openai-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want **AP plus cards, expenses, and spend controls in one platform**."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|openai-small|Stampli", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams that struggle most with **approvals, comments, and invoice collaboration**."}, {"id": "mai-20260918-0023-calibration_b|c215-s3|openai-small|Tipalti", "prompt": "c215-s3", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more powerful, but typically more than a very small/simple AP team needs"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|xai-small|BILL", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "BILL for robust workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|xai-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Ramp or Melio if budget-tight/simple needs"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|xai-small|Melio", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with Ramp or Melio if budget-tight/simple needs"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|xai-small|Stampli", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "avoid Stampli/Tipalti unless international/high-volume"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|xai-small|Tipalti", "prompt": "c215-s3", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill/costly for purely domestic small teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|zai-small|Ramp Bill Pay", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Free AP automation + expense management** | Ramp Bill Pay (free tier)"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|zai-small|Melio", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best fit for: Very small teams (1–5 people) that prioritize simplicity"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|zai-small|BILL (Bill.com)", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "All‑in‑one AP/AR with deep accounting integrations"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|zai-small|ApprovalMax", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi‑step approvals, budget checking, audit‑ready reporting"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|zai-small|Plooto", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Flat‑rate pricing, AP/AR together, Canada‑friendly"}, {"id": "mai-20260918-0023-calibration_b|c215-s3|zai-small|Stampli", "prompt": "c215-s3", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "comparative", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Visual approval flows, collaboration, invoice capture & matching"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|alibaba-small|Coupa", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You likely cannot afford enterprise giants like Coupa or Tipalti."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|alibaba-small|Tipalti", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You likely cannot afford enterprise giants like Coupa or Tipalti."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|alibaba-small|Dext Prepare", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Dext Prepare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Dext is widely considered the best entry-level solution... Choose **Dext Prepare**. It is the cheapest way to save 10+ hours a month."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|alibaba-small|Bill.com", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "While more expensive than Dext, Bill.com is the industry leader for small-to-medium businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|alibaba-small|Zoho Books / Zoho Expense", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books / Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you have no accounting software yet:** Choose **Zoho Books**."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|alibaba-small|Intuit Approvals", "prompt": "c215-s4", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Intuit Approvals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are already using QuickBooks Online, check **Intuit Approvals** first."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|anthropic-small|Melio", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** offers affordable paid plans starting at just $25/month if you need more features"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|anthropic-small|Ramp", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp's free tier** is the most cost-effective starting point"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|anthropic-small|QuickBooks Online", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "QuickBooks Online is a top pick for most small businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|anthropic-small|Zoho Books", "prompt": "c215-s4", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Zoho Books gives small businesses an affordable combination of accounting software and AP functionality"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|challenger-small|Melio", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting choice is usually **Melio** or **Ramp Bill Pay**"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|challenger-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Ramp Bill Pay** is the best value if you want **free AP automation**"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|challenger-small|QuickBooks", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "If you already use **QuickBooks** or want a very simple accounting-first setup"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|challenger-small|Xero", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Xero** is also a strong budget-friendly option"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|challenger-small|BILL", "prompt": "c215-s4", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "it is generally less budget-friendly than Melio or Ramp for a very small company"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|deepseek-small|Melio", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Tight Budgets: **Melio**"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|deepseek-small|Ramp", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Free All-in-One (AP + Spend Management): **Ramp**"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|deepseek-small|BILL", "prompt": "c215-s4", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Starts at **$49/user/month** — pricier, but the \"safest\" established choice"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|google-small|Melio", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Lowest starting cost, simple workflows, and cash-flow flexibility... Melio is built specifically for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|google-small|Ramp (Ramp Bill Pay)", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp (Ramp Bill Pay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ramp is a spend-management platform that offers its AP automation tool (**Ramp Bill Pay**) completely free."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|google-small|QuickBooks Bill Pay", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**QuickBooks** has its own native **QuickBooks Bill Pay** built into the interface, offering a basic free tier of ACH payments"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|google-small|Xero", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Stick to QuickBooks/Xero Native tools** if you only pay a handful of bills a month"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|google-small|Hubdoc", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Hubdoc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Xero** comes with **Hubdoc** (included in most plans), which handles basic AI invoice scanning and data extraction."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|google-small|BILL (formerly Bill.com)", "prompt": "c215-s4", "model": "google-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "because of the per-user monthly seat fees, it is less budget-friendly for small teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|meta-small|Xero", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Xero - a popular accounting software that offers accounts payable automation features."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|meta-small|Melio", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Melio - a bill pay solution that offers a $0 monthly plan and flexible payment methods."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|meta-small|BILL", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "BILL - a mature AP governance solution that is suited for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|meta-small|QuickBooks Bill Pay", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "QuickBooks Bill Pay - a bill payment and reconciliation solution that is integrated with QuickBooks Online."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|meta-small|Rippling", "prompt": "c215-s4", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Rippling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Rippling - a comprehensive finance and workforce operations solution that includes bill pay."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|minimax-small|Melio", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended as the best starting point for small businesses. It offers free core features"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|minimax-small|Xero", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-friendly option with built-in accounts payable automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|minimax-small|Zoho Expense", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Expense", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Particularly cost-effective if you're already in the Zoho ecosystem, with a free tier available."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|minimax-small|Approval Max", "prompt": "c215-s4", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Approval Max", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers flexible pricing and is designed for small businesses looking to streamline approval workflows."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|mistral-small|Melio", "prompt": "c215-s4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Melio** is often recommended as the best starting point for most small businesses due to its affordability and ease of use"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|mistral-small|Xero", "prompt": "c215-s4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option is **Xero**, which is also highlighted for small businesses on a budget."}, {"id": "mai-20260918-0023-calibration_b|c215-s4|mistral-small|Zoho Invoice", "prompt": "c215-s4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Invoice** or other Zoho tools may be a cost-effective choice as well"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|mistral-small|Bill.com", "prompt": "c215-s4", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bill.com** is a well-established option with deep integration and a two-sided vendor network"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|moonshot-small|Melio", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Ramp or Melio – Both offer genuinely free plans that can handle basic AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|moonshot-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want more features + corporate cards: Ramp is unbeatable at free"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|moonshot-small|Zoho Books", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Free Accounting + AP Combo"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|moonshot-small|BILL (Bill.com)", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you outgrow free options: Upgrade to BILL (~$45/month) when you need more sophisticated workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|moonshot-small|Invoice Fly", "prompt": "c215-s4", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Note: More for bill tracking than full AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|openai-small|Melio", "prompt": "c215-s4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default pick is usually **Melio**"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|openai-small|BILL AP/AR", "prompt": "c215-s4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best if you want stronger AP workflows and can pay more:** **BILL AP/AR**"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|openai-small|Ramp", "prompt": "c215-s4", "model": "openai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you need spend management/cards too:** **Ramp**"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|xai-small|Melio", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio or Ramp Bill Pay stand out as the best accounts payable (AP) automation options"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|xai-small|Ramp Bill Pay", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Strong Alternative: **Ramp Bill Pay** (Best if you want bundled spend management)"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|xai-small|BILL", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Higher cost, no free tier"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|xai-small|QuickBooks Online Bill Pay", "prompt": "c215-s4", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "QuickBooks Online Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online** is solid (~$30+/mo total) if you're already subscribed, with built-in AP automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|zai-small|Melio", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Melio (Best Overall Value) ... widely considered the best entry-level AP automation tool"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|zai-small|Xero", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Xero if you need an all-in-one solution where AP automation is a built-in feature"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|zai-small|Zoho Books", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "handles AP well, though its automation add-on can be pricey if you need high volume"}, {"id": "mai-20260918-0023-calibration_b|c215-s4|zai-small|SAP Concur", "prompt": "c215-s4", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "budget", "raw": "SAP Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **SAP Concur** | **Enterprise** | **$7/report** |"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|deepseek-small|Ramp Bill Pay", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For a company your size with low invoice volume, lighter tools like **Ramp Bill Pay, Melio, or BILL** may come in around $3,500–$14,000/year"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|deepseek-small|Melio", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "lighter tools like **Ramp Bill Pay, Melio, or BILL** may come in around $3,500–$14,000/year"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|deepseek-small|BILL", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lighter tools like **Ramp Bill Pay, Melio, or BILL** may come in around $3,500–$14,000/year"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|deepseek-small|Tipalti", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise platforms like **Tipalti, AvidXchange, or Vic.ai** often start at $25,000+ once implementation is included"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|deepseek-small|AvidXchange", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise platforms like **Tipalti, AvidXchange, or Vic.ai** often start at $25,000+"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|deepseek-small|Vic.ai", "prompt": "c215-s5", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Vic.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "enterprise platforms like **Tipalti, AvidXchange, or Vic.ai** often start at $25,000+"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|google-small|Ramp", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you already use or want to use corporate cards, start by looking at **Ramp**."}, {"id": "mai-20260918-0023-calibration_b|c215-s5|google-small|Brex", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp or Brex (Best for Modern, All-in-One Spend)**"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|google-small|Melio", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Melio** (for basic needs)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|google-small|BILL", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "The user interface feels dated, the pricing can add up fast with per-user fees, and customer support is notoriously difficult to reach."}, {"id": "mai-20260918-0023-calibration_b|c215-s5|google-small|Stampli", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stampli or Yooz (Best for High-Volume / Complex Approvals)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|google-small|Yooz", "prompt": "c215-s5", "model": "google-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Yooz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cons: More expensive and overkill for basic service companies."}, {"id": "mai-20260918-0023-calibration_b|c215-s5|meta-small|Corpay", "prompt": "c215-s5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Corpay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top accounts payable automation software include: 1. Corpay"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|meta-small|Phacet", "prompt": "c215-s5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Phacet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Phacet"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|meta-small|HighRadius", "prompt": "c215-s5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|meta-small|Serrala", "prompt": "c215-s5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Serrala"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|meta-small|Ramp Bill Pay", "prompt": "c215-s5", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Ramp Bill Pay"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|minimax-small|Melio", "prompt": "c215-s5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If under 200, simpler tools (Melio, Ramp) may work."}, {"id": "mai-20260918-0023-calibration_b|c215-s5|minimax-small|Ramp", "prompt": "c215-s5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Ramp** – Good if you want free AP + spend management"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|minimax-small|MakersHub", "prompt": "c215-s5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "MakersHub", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "lean toward solutions like MakersHub or Stampli"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|minimax-small|Stampli", "prompt": "c215-s5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lean toward solutions like MakersHub or Stampli"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|minimax-small|BILL", "prompt": "c215-s5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**BILL** – Strong all-around, AI-powered, scales well"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|minimax-small|ApprovalMax", "prompt": "c215-s5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Strong approval controls, integrates with Xero/QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|minimax-small|Plooto", "prompt": "c215-s5", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good automation at reasonable price"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|mistral-small|QuickBooks Online Advanced", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "QuickBooks Online Advanced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**QuickBooks Online Advanced** (if you use QuickBooks)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|mistral-small|Bill.com", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Bill.com** (popular for SMBs)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|mistral-small|Tipalti", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Tipalti** (scalable for mid-market)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|mistral-small|Melio", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Melio** (good for ACH payments)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|mistral-small|Sage Intacct AP Automation", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Sage Intacct AP Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Sage Intacct AP Automation**"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|mistral-small|Xero Approval Workflows", "prompt": "c215-s5", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Xero Approval Workflows", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Xero Approval Workflows**"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|moonshot-small|Melio", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Melio** (free tier) or **Ramp** (free core features)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|moonshot-small|Ramp", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Melio** (free tier) or **Ramp** (free core features)"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|moonshot-small|BILL", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "then upgrade to **BILL** or **ApprovalMax** if you need more sophisticated workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|moonshot-small|ApprovalMax", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "ApprovalMax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "then upgrade to **BILL** or **ApprovalMax** if you need more sophisticated workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|moonshot-small|Zoho Books", "prompt": "c215-s5", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Zoho Books** | $15/month | Integrated accounting + AP |"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|xai-small|Ramp", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| **Ramp** | Spend management + AP | Free core; $15/user/mo paid | AI automation, cards integration; great UX. |"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|xai-small|Brex", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bonus: Banking, expense tools (e.g., Ramp, Brex), or procurement systems."}, {"id": "mai-20260918-0023-calibration_b|c215-s5|xai-small|NetSuite", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Seamless sync with your accounting/ERP (e.g., QuickBooks Online, Xero, NetSuite)."}, {"id": "mai-20260918-0023-calibration_b|c215-s5|xai-small|QuickBooks Online", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **QuickBooks Online** | All-in-one accounting | $30/mo | Easy if you're already on it; basic AP. |"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|xai-small|BILL", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **BILL** | SMB bill pay | $45/user/mo | Strong AR/AP sync; payments focus. |"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|xai-small|Stampli", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "| **Stampli** | Pure AP automation | Custom (mid-market) | High OCR accuracy; QuickBooks native. |"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|xai-small|Zoho Books", "prompt": "c215-s5", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "| **Zoho Books** | Budget SMB | $15/org/mo | Integrated, scalable. |"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|zai-small|BILL", "prompt": "c215-s5", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong if you need global payments and AI‑driven automation"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|zai-small|Ramp", "prompt": "c215-s5", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good if you want AP + spend control in one platform"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|zai-small|Tipalti", "prompt": "c215-s5", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ideal if you have global vendors or high‑volume payments"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|zai-small|Stampli", "prompt": "c215-s5", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Good if your team is tightly integrated with a specific ERP"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|zai-small|Melio", "prompt": "c215-s5", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great if you want a simple, low‑cost solution with minimal complexity"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|zai-small|Yooz", "prompt": "c215-s5", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "Yooz", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good if you want robust controls and room to grow"}, {"id": "mai-20260918-0023-calibration_b|c215-s5|zai-small|HighRadius", "prompt": "c215-s5", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Overkill for a 30‑person team unless you have complex, high‑volume needs"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|alibaba-small|SAP Ariba", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade ERP Modules (e.g., SAP Ariba, Basware, Coupa for Small Business) ... Why Avoid: These tools are built for large organizations"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|alibaba-small|Basware", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade ERP Modules (e.g., SAP Ariba, Basware, Coupa for Small Business)"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|alibaba-small|Coupa", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade ERP Modules (e.g., SAP Ariba, Basware, Coupa for Small Business)"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|alibaba-small|BILL", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "A streamlined tool focused specifically on AP (like BILL or Melio) is often more reliable and easier for non-finance staff to use correctly."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|alibaba-small|Melio", "prompt": "c215-s6", "model": "alibaba-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "A streamlined tool focused specifically on AP (like BILL or Melio) is often more reliable"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|anthropic-small|SAP Concur", "prompt": "c215-s6", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise software like SAP Concur or Basware is wildly oversized\n for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|anthropic-small|Basware", "prompt": "c215-s6", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise software like SAP Concur or Basware is wildly oversized\n for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|anthropic-small|Tipalti", "prompt": "c215-s6", "model": "anthropic-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It is positioned above the small business tier on price."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|challenger-small|BILL", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **short \"avoid / okay / best for\" list** for specific tools like BILL, Ramp, Melio, Tipalti, Stampli, and QuickBooks Bill Pay."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|challenger-small|Ramp", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "for specific tools like BILL, Ramp, Melio, Tipalti, Stampli, and QuickBooks Bill Pay."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|challenger-small|Melio", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "for specific tools like BILL, Ramp, Melio, Tipalti, Stampli, and QuickBooks Bill Pay."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|challenger-small|Tipalti", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "for specific tools like BILL, Ramp, Melio, Tipalti, Stampli, and QuickBooks Bill Pay."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|challenger-small|Stampli", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Stampli", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "for specific tools like BILL, Ramp, Melio, Tipalti, Stampli, and QuickBooks Bill Pay."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|challenger-small|QuickBooks Bill Pay", "prompt": "c215-s6", "model": "challenger-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "for specific tools like BILL, Ramp, Melio, Tipalti, Stampli, and QuickBooks Bill Pay."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Basware", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "These are wildly oversized for a small finance team."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|SAP Concur", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "built for multinationals, not small teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Coupa", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "built for multinationals, not small teams"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Tipalti", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often land in the **$25,000–$40,000 band** once implementation is included"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|AvidXchange", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "wildly oversized for a small finance team"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Vic.ai", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Vic.ai", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "wildly oversized for a small finance team"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Ramp", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "added per-transaction Bill Pay fees in June 2026) ... the real cost hides in payment rails"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Melio", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "market themselves as \"$0/month,\" but the real cost hides in payment rails"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|BILL (formerly Bill.com)", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "is the most-cited tool in complaint threads ... Weigh this carefully if a growing approver team is likely"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|QuickBooks Bill Pay", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "manual processing or cheap bill-pay (QuickBooks Bill Pay, Melio, Xero) is often smarter"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Xero", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "cheap bill-pay (QuickBooks Bill Pay, Melio, Xero) is often smarter"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Plooto", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Safest fits for small businesses ... **Plooto**, and **Dext**"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|deepseek-small|Dext", "prompt": "c215-s6", "model": "deepseek-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Dext", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Safest fits for small businesses ... **Plooto**, and **Dext**"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|Coupa", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Coupa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Procure-to-Pay Suites (e.g., Coupa, Medius, SAP Concur) ... **Why to avoid them:**"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|Medius", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Medius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Procure-to-Pay Suites (e.g., Coupa, Medius, SAP Concur) ... **Why to avoid them:**"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|SAP Concur", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Procure-to-Pay Suites (e.g., Coupa, Medius, SAP Concur) ... **Why to avoid them:**"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|AvidXchange", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Platforms like AvidXchange often monetize by enrolling your suppliers into their proprietary payment network."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|Tipalti", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Tipalti’s tax compliance and global banking features will add unnecessary layers of complexity."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|BILL", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "BILL charges high per-user, per-month seat fees ... your monthly software bill will skyrocket."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|Routable", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Routable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Platforms like **Routable**, **Plooto**, or **Melio** charge flat monthly fees or transaction-only fees"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|Plooto", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Platforms like **Routable**, **Plooto**, or **Melio** charge flat monthly fees or transaction-only fees"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|google-small|Melio", "prompt": "c215-s6", "model": "google-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Platforms like **Routable**, **Plooto**, or **Melio** charge flat monthly fees or transaction-only fees"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|meta-small|BILL", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "BILL is recommended for small to mid-sized businesses with QuickBooks or Xero integration"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|meta-small|Melio", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Melio is a free AP solution for small businesses with basic invoice capture and approval workflows"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|meta-small|Ramp", "prompt": "c215-s6", "model": "meta-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp is a low-cost option for businesses with under 25 employees and under 50 invoices per month"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|Ramp", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While marketed as \"free,\" Ramp added per-transaction Bill Pay fees starting June 2026"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|Tipalti", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Published pricing ($99/month) is misleading—real mid-market contracts run $25,000-$43,000+ per year"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|Brex", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Full features require using Brex corporate cards"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|SAP Concur", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise Tools to Avoid ... wildly oversized for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|Basware", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Basware", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise Tools to Avoid ... wildly oversized for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|AvidXchange", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise Tools to Avoid ... wildly oversized for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|BILL (formerly Bill.com)", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Transparent pricing, strong QuickBooks/Xero integration, appropriate for teams under 50 employees"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|QuickBooks Bill Pay", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks Bill Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "If you already use QuickBooks, this can bridge gaps without additional tools"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|minimax-small|Wave", "prompt": "c215-s6", "model": "minimax-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "For basic needs without extensive automation requirements"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|mistral-small|Ramp", "prompt": "c215-s6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it introduced per-transaction Bill Pay fees (e.g., $0.59 for ACH, $1.99 for check) starting June 2026. This can add up for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|mistral-small|Tipalti", "prompt": "c215-s6", "model": "mistral-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Enterprise-focused platforms (e.g., Tipalti) – These are designed for mid-market or larger businesses and may be overkill for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|moonshot-small|AvidXchange", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "explicitly not recommended for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|moonshot-small|Tipalti", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "found it \"bordering on useless.\""}, {"id": "mai-20260918-0023-calibration_b|c215-s6|moonshot-small|BILL (Bill.com)", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "user reviews reveal consistent pain points... However, it may still be suitable for very small operations with simple needs."}, {"id": "mai-20260918-0023-calibration_b|c215-s6|moonshot-small|Melio", "prompt": "c215-s6", "model": "moonshot-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Melio** ($0-80/month + $0.50/ACH over limit) — Simple, transparent pricing"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|AvidXchange", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools/Types to **Avoid or Approach with Extreme Caution**:\n1. **AvidXchange**"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|HighRadius", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-heavy platforms like HighRadius, SAP Concur Invoice, or Tipalti... Too complex and pricey"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|SAP Concur Invoice", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "SAP Concur Invoice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-heavy platforms like HighRadius, SAP Concur Invoice, or Tipalti... Too complex and pricey"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|Tipalti", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Tipalti", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-heavy platforms like HighRadius, SAP Concur Invoice, or Tipalti... Too complex and pricey"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|Ramp", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "AP features are \"rudimentary\" and half-baked per reviews... not a standalone AP powerhouse"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|BILL", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Subpar customer service (3.8/5 ratings), sync bugs... Solid for many, but complaints spike for urgent issues"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|Melio", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Stick to SMB-friendly alternatives** like Melio (free basics, simple)"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|QuickBooks", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "QuickBooks/Wave add-ons for starters"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|xai-small|Wave", "prompt": "c215-s6", "model": "xai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "QuickBooks/Wave add-ons for starters"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|zai-small|BILL (formerly BILL.com)", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "BILL (formerly BILL.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "\"DO NOT USE BILL.COM – Absolutely abysmal customer service.\"...Poor customer service"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|zai-small|AvidXchange", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "AvidXchange", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Why it's a caution flag: Supplier relationship issues... Delayed or missed vendor payments... negative experiences dominate"}, {"id": "mai-20260918-0023-calibration_b|c215-s6|zai-small|Ramp (AP module)", "prompt": "c215-s6", "model": "zai-small", "cat": "accounts-payable-automation", "variant": "negative", "raw": "Ramp (AP module)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "\"Ramp had a lot of promise. But it falls short when businesses need robust AP automation, advanced workflows, or a complete procure-to-pay solution.\""}, {"id": "mai-20260918-0023-calibration_b|c221-l1|alibaba-small|HighRadius", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely considered the gold standard for large-scale AR automation"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|alibaba-small|TreviPay", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Embedded Credit & Financing (Instant Funding): **TreviPay** or **Alguna**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|alibaba-small|Alguna", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often cited as the best \"all-in-one\" solution that combines collections automation with a powerful customer portal"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|alibaba-small|Billtrust", "prompt": "c221-l1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Customer Experience & Self-Service: **Billtrust**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|anthropic-small|HighRadius", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is best for large enterprises that need advanced credit risk, collections prioritization, and deep AR analytics at scale."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|anthropic-small|BlackLine", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BlackLine serves large enterprises prioritizing financial close integration."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|anthropic-small|Monk", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest overall choice for most mid-market and enterprise businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|anthropic-small|Billtrust", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "number one accounts receivable solution for mid-market and enterprise businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|anthropic-small|Quadient", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Quadient and Versapay are both strong B2B options"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|anthropic-small|Versapay", "prompt": "c221-l1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Quadient and Versapay are both strong B2B options"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|challenger-small|HighRadius", "prompt": "c221-l1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest overall choices are **HighRadius** and **Billtrust**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|challenger-small|Billtrust", "prompt": "c221-l1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the strongest overall choices are **HighRadius** and **Billtrust**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|challenger-small|TreviPay", "prompt": "c221-l1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TreviPay** a strong fit if you need embedded B2B credit and a lower internal support load"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|HighRadius", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is consistently ranked as the leading AR automation platform for enterprise B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|Sidetrade", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Sidetrade** or **BlackLine AR** are excellent alternatives in the same tier"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|BlackLine AR", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BlackLine AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sidetrade** or **BlackLine AR** are excellent alternatives in the same tier"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|Billtrust", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Invoice-heavy B2B finance teams | AR as a module of a broader finance automation platform"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|Esker", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Finance-suite anchored automation | AR is a module in a broader AP/AR platform"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|Quadient", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Esker / Quadient | Finance-suite anchored automation"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|HappyRobot", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HappyRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise collections outreach at scale | Autonomous AI agent for collections communication"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|Versapay", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Modern, faster-implementing alternatives if HighRadius feels too heavy"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|Tesorio", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Modern options like Tesorio or Versapay can deploy faster"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|deepseek-small|Upflow", "prompt": "c221-l1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Versapay, Tesorio, Upflow | Tech-forward mid-market to enterprise ($50M–$500M)"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|google-small|HighRadius", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely recognized as a market leader for large enterprises and Fortune 500 companies."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|google-small|Billtrust", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust is an enterprise powerhouse that excels in physical and digital invoice delivery"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|google-small|Versapay", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for \"Collaborative AR\" & Customer Experience"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|google-small|Emagia", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Emagia is an enterprise platform specifically engineered for organizations seeking an AI-first, autonomous approach"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|google-small|Esker", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Global Multi-Entity Compliance & E-Invoicing"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|google-small|Tesorio", "prompt": "c221-l1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Tesorio is a highly agile, modern platform that connects deeply with ERPs"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|meta-small|HighRadius", "prompt": "c221-l1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius - an enterprise AR platform covering credit management, invoicing, collections, cash application, and deduction management."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|meta-small|Gaviti", "prompt": "c221-l1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Gaviti - purpose-built for accounts receivable collections at growing B2B companies."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|meta-small|Alguna", "prompt": "c221-l1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Alguna - an end-to-end quoting, billing, and invoicing platform built specifically for modern B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|minimax-small|HighRadius", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** and **TreviPay** are frequently cited as top choices due to their comprehensive feature sets and specifically enterprise-focused capabilities"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|minimax-small|TreviPay", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**HighRadius** and **TreviPay** are frequently cited as top choices"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|minimax-small|HappyRobot", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HappyRobot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Collections outreach automation"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|minimax-small|Younium", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Younium:** Strong subscription billing and AR management"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|minimax-small|Tratta", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tratta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Tratta:** Modern AR automation with focus on workflow optimization"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|minimax-small|Eco", "prompt": "c221-l1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Eco", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Eco:** Comprehensive AR software with robust reporting"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|mistral-small|HighRadius", "prompt": "c221-l1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** – Best for large enterprise B2B organizations, especially those using SAP, Oracle, or NetSuite."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|mistral-small|Emagia", "prompt": "c221-l1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Emagia** – Ideal for B2B companies with complex invoicing and payment-collection needs."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|mistral-small|Zenskar", "prompt": "c221-l1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zenskar** – Best for B2B companies with complex billing models, offering AI-powered AR automation"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|moonshot-small|HighRadius", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **HighRadius** leads due to its comprehensive AI-native approach and proven scale."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|moonshot-small|BlackLine Invoice-to-Cash", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BlackLine Invoice-to-Cash", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Financial Close Integration"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|moonshot-small|Esker", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Esker** if global compliance and multi-national operations are priorities."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|moonshot-small|Billtrust", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Manufacturing & Distribution"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|moonshot-small|Sidetrade", "prompt": "c221-l1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for AI-Led Collections at Scale"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|openai-small|HighRadius", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is usually the best default choice"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|openai-small|Billtrust", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for managed B2B payments + AR workflow:** **Billtrust**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|openai-small|Sidetrade", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for AI-driven collections / dispute handling:** **Sidetrade**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|openai-small|Emagia", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want a more “enterprise receivables management” focus:** **Emagia**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|openai-small|TreviPay", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**TreviPay** / **Paystand** depending on whether you want a managed order-to-cash payment layer"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|openai-small|Paystand", "prompt": "c221-l1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**TreviPay** / **Paystand** depending on whether you want ... payment automation tied closely to AR"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|xai-small|HighRadius", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** stands out as one of the top accounts receivable (AR) automation software solutions for enterprise B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|xai-small|Billtrust", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Customer self-service invoicing? → Billtrust"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|xai-small|Esker", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Full I2C suite? → Esker"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|xai-small|Quadient AR (by YayPay)", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (by YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Gartner-recognized; buyer-seller portals, real-time visibility."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|xai-small|Versapay", "prompt": "c221-l1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AR collaboration & cash flow forecasting"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|HighRadius", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the current market leader."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Esker", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Esker** is the strongest contender."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Billtrust", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Billtrust** (or **Versapay** for dispute‑heavy cases) is the best fit."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Tesorio", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tesorio** offers a compelling, data‑centric approach."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Sidetrade", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Collections intelligence & credit risk → **Sidetrade**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Versapay", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Versapay** for dispute‑heavy cases"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Yonovo (Yonovo)", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Yonovo (Yonovo)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Need native ASC 606/IFRS 15 → **Yonovo**"}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Quadient (YayPay)", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Mid‑market enterprises wanting a balance of automation and customer self‑service."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Kolleno", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Mid‑market cash‑flow forecasting & collections."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|BlackLine AR", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BlackLine AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Organizations already on BlackLine for month‑end close."}, {"id": "mai-20260918-0023-calibration_b|c221-l1|zai-small|Serrala", "prompt": "c221-l1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "German/European manufacturing & distribution."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|alibaba-small|HighRadius", "prompt": "c221-l2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most highly recommended tool for this specific profile is **HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|alibaba-small|Finvi", "prompt": "c221-l2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives ... **1. Finvi**"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|alibaba-small|Kolleno", "prompt": "c221-l2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**2. Kolleno** ... cloud-native platform dedicated specifically to collections"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|anthropic-small|My DSO Manager", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "My DSO Manager", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My DSO Manager has become the go-to debt collection software for more than 2,100 companies across 89 countries"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|anthropic-small|HighRadius", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "HighRadius is the dominant platform for Fortune 500 companies with deep SAP or Oracle integrations already in place."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|anthropic-small|Collect!", "prompt": "c221-l2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Collect!", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "caters to the needs of businesses of all sizes, including small agencies and large enterprises with complex operational needs"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|challenger-small|HighRadius", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the first option to evaluate"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|challenger-small|Billtrust", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong alternative if you want a broader **invoice-to-cash** platform"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|challenger-small|Tesorio", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your team is enterprise-grade but wants stronger **cash forecasting**"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|challenger-small|Transformance CollectPulse", "prompt": "c221-l2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a newer AI-native option that some reviews position well for **mid-market to large enterprises**"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|deepseek-small|HighRadius", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the most commonly recommended choice for large enterprise B2B operations."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|deepseek-small|Sidetrade", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best-in-class for AI-led collections specifically, with strong payment prediction"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|deepseek-small|Billtrust", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strongest for billing-heavy books (invoice delivery, EDI, and payment acceptance)"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|deepseek-small|Esker", "prompt": "c221-l2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good for enterprise order-to-cash automation with AI across document-heavy AR"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|google-small|HighRadius", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is widely recognized as a market leader in enterprise AR... looking for the absolute deepest AI automation across the entire Order-to-Cash (O2C) cycle"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|google-small|Billtrust", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust has spent over two decades dominating the enterprise B2B space."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|google-small|Sidetrade", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sidetrade is a premier enterprise-level O2C intelligence platform."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|google-small|Esker", "prompt": "c221-l2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Esker excels at global compliance (e-invoicing mandates across Europe, Latin America, and Asia)"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|meta-small|Resolve Pay", "prompt": "c221-l2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Resolve Pay - A non-recourse financing solution that pays in 1-2 days and eliminates credit risk entirely."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|meta-small|Pagero", "prompt": "c221-l2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Pagero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pagero - A B2B collections software that provides invoice-linked traceability across trading-partner workflows"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|meta-small|Finvi", "prompt": "c221-l2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Finvi - An enterprise revenue acceleration platform for collections agencies and healthcare receivables."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|meta-small|Transformance CollectPulse", "prompt": "c221-l2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "best for mid-market and large enterprises running SAP, Oracle, NetSuite, or Dynamics"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|minimax-small|HighRadius", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** as the top choice for a large B2B company with thousands of employees"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|minimax-small|Finvi", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Finvi** - Top-ranked in many lists, especially strong for banks and lenders, offers enterprise pricing"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|minimax-small|BlueCopa", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BlueCopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also rated highly for large enterprise AR teams with high invoice volumes"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|minimax-small|Oracle NetSuite", "prompt": "c221-l2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Oracle NetSuite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Oracle NetSuite** - If you're already in the Oracle ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|mistral-small|HighRadius", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** and **Pagero** are the most robust options"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|mistral-small|Pagero", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Pagero", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For advanced traceability and audit readiness, Pagero is a strong alternative."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|mistral-small|Finvi", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Recognized as a top choice for enterprise revenue acceleration"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|mistral-small|Bluecopa", "prompt": "c221-l2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for large enterprise AR and shared services teams running high invoice volumes"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|moonshot-small|HighRadius Accounts Receivables", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius Accounts Receivables", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **HighRadius** or **Billtrust** as your primary options"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|moonshot-small|Billtrust", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **HighRadius** or **Billtrust** as your primary options"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|moonshot-small|Tesorio", "prompt": "c221-l2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Tesorio** is an excellent alternative that enterprise users highly recommend"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|openai-small|HighRadius", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a **single recommendation**, I'd lean **HighRadius** for a large B2B enterprise with thousands of employees"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|openai-small|Billtrust", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** if you want a very mature **invoice-to-cash / collections automation** platform with broad enterprise adoption."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|openai-small|Quadient Accounts Receivable", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Quadient Accounts Receivable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Quadient Accounts Receivable** if your priority is **workflow automation, customer payment experience, and reducing manual work**"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|openai-small|Monto", "prompt": "c221-l2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Monto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "lots of manual payment-portal work, **Monto** is also worth a look"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|xai-small|HighRadius", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend HighRadius as the top collections management tool."}, {"id": "mai-20260918-0023-calibration_b|c221-l2|xai-small|Bill.com", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "unlike lighter tools for SMBs (e.g., Bill.com)"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|xai-small|Billtrust", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust is a close second (G2 leader for 19 quarters)"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|xai-small|Tesorio", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Cash visibility, but less collections depth"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|xai-small|Versapay", "prompt": "c221-l2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Collaboration, not enterprise-scale"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|zai-small|HighRadius Accounts Receivable", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius Accounts Receivable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius Accounts Receivable**  \n*Best overall for a large, global B2B organization.*"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|zai-small|Billtrust", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You need a unified invoice-to-cash platform with strong presentment, digital payments, and governance"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|zai-small|Tesorio", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You want collections tightly linked to cash forecasting"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|zai-small|Esker", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You prioritize AI-driven payment predictions and collaborative tools"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|zai-small|Bluecopa", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "You want an AI-native layer that unifies collections with cash application, P2P, and R2R"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|zai-small|Chaser", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "You need governed promise-to-pay execution with clear dispute queues"}, {"id": "mai-20260918-0023-calibration_b|c221-l2|zai-small|Sidetrade", "prompt": "c221-l2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You want guided follow-up and structured escalation across an order-to-cash workflow"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|anthropic-small|HighRadius", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "establishing it as the incumbent leader in the enterprise AR automation market"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|anthropic-small|Emagia", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Emagia's strength lies in cash application, where its AI claims 95%+ touchless straight-through posting rates"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|anthropic-small|Billtrust", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust is a strong option for finance teams that want a mature AR automation layer"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|anthropic-small|Versapay", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Versapay's differentiator is collaborative AR: a shared workspace"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|anthropic-small|Esker", "prompt": "c221-l3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Esker specializes in global document automation for enterprise organizations"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|HighRadius", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best fit for **large enterprises with global AR operations**; it is a broad enterprise AR suite"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|Monk", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for enterprises that want **AI-native invoice-to-cash** with fast deployment"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|BlackLine AR", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for organizations already using **BlackLine for financial close**"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|Esker", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams standardized on **SAP, Oracle, or Microsoft Dynamics**"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|Serrala", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for enterprises consolidating **receivables and treasury**"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|Sidetrade", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for **collections-led** enterprises"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|Billtrust", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for organizations that care about **invoice delivery and payment acceptance**"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|challenger-small|Quadient AR", "prompt": "c221-l3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for **mid-market-to-enterprise collections** use cases"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|deepseek-small|HighRadius", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is the broadest, deepest enterprise suite"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|deepseek-small|Versapay", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Versapay excels at the customer-facing collections/portal experience"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|deepseek-small|Billtrust", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust leads on invoice delivery networks and check/lockbox processing"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|deepseek-small|BILL (Bill.com)", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Not built for enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|deepseek-small|Workiva / others", "prompt": "c221-l3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Workiva / others", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on control, audit trails, and process standardization across finance ops."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|google-small|HighRadius", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is a category giant... Best For: Fortune 500 enterprises with massive transaction volumes"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|google-small|Billtrust", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best For: High-volume B2B organizations ... where accelerating invoice delivery to buyer portals and automated payment matching are the highest priorities."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|google-small|Versapay", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Versapay if: Your AR collections are frequently delayed because buyers claim they \"never received the invoice\""}, {"id": "mai-20260918-0023-calibration_b|c221-l3|google-small|Serrala", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Serrala", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Serrala if: Your IT strategy is highly SAP-centric"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|google-small|Sidetrade", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Sidetrade if: You operate globally (specifically in Europe)"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|google-small|Esker", "prompt": "c221-l3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Esker if: ... you face rigid multi-national e-invoicing mandate deadlines."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|HighRadius", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top enterprise-grade AR automation tools are:\n\n1. HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|LedgerUp", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. LedgerUp"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Monk", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Monk"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Lunos", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Lunos"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Growfin", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Growfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Growfin"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|IntelliChief", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "IntelliChief", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. IntelliChief"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Bill360", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Bill360"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Centime", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Centime"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Yonovo", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Yonovo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Yonovo"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Upwell", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upwell", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. Upwell"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Tranch", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tranch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "11. Tranch"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|meta-small|Sage AR Automation", "prompt": "c221-l3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sage AR Automation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "12. Sage AR Automation"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|HighRadius", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** and **Centime** lead on AI/analytics and broad ERP connectivity."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|IntelliChief", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "IntelliChief", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**IntelliChief** excels when you need strong document‑management and flexible workflow design."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|Bill360", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Bill360/Tranch** are best if you want built‑in B2B financing or credit‑as‑a‑service."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|Centime", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**HighRadius** and **Centime** lead on AI/analytics and broad ERP connectivity."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|Yonovo", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Yonovo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "B2B payment processing, invoice automation, virtual card payments | Large enterprises, financial institutions"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|Upwell", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upwell", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Upwell** and **Bluecopa** are geared toward large, multi‑entity organizations that need massive scale"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|Tranch", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tranch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Bill360/Tranch** are best if you want built‑in B2B financing or credit‑as‑a‑service."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|Bluecopa", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Upwell** and **Bluecopa** are geared toward large, multi‑entity organizations"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|minimax-small|Monk", "prompt": "c221-l3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Monk** (newer AI‑native) | Invoice‑to‑cash, SOC 2 Type II, rules‑based cash application"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|mistral-small|HighRadius", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For **financial AR automation**, HighRadius and IntelliChief are leaders."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|mistral-small|PTC Vuforia", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "PTC Vuforia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Focused on industrial AR; less suited for pure financial AR automation."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|mistral-small|TeamViewer Frontline", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "TeamViewer Frontline", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "For **connected worker platforms** with AR, TeamViewer Frontline offers the broadest scope."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|mistral-small|IntelliChief", "prompt": "c221-l3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "IntelliChief", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "For **financial AR automation**, HighRadius and IntelliChief are leaders."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|moonshot-small|HighRadius", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** — Best for Full Order-to-Cash Automation ... Most comprehensive end-to-end platform"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|moonshot-small|Billtrust", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** — Best for Invoicing & Payment Network Reach"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|moonshot-small|Versapay", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Versapay** — Best for Collaborative AR & Dispute Resolution"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|moonshot-small|Tesorio", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tesorio** — Best for SaaS & Cash Flow Forecasting"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|moonshot-small|Sidetrade", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Sidetrade** — Best for AI-Driven Collections (Europe-focused)"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|moonshot-small|Esker", "prompt": "c221-l3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Esker** — Best for Document-Heavy AR & Global Operations"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|openai-small|HighRadius", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a **full enterprise AR platform**: **HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|openai-small|BlackLine", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **best-in-class cash application and finance controls**: **BlackLine**"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|openai-small|BILL", "prompt": "c221-l3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More SMB/mid-market leaning than HighRadius or BlackLine in many enterprise comparisons"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|xai-small|HighRadius", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Sources note HighRadius as the \"enterprise standard,\""}, {"id": "mai-20260918-0023-calibration_b|c221-l3|xai-small|Billtrust", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unified O2C platform; strong invoice presentment, EDI, payments acceptance"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|xai-small|Versapay", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "\"Collaborative AR\" portal for shared invoice views/dispute resolution"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|xai-small|Esker", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "End-to-end automation for invoices/orders; strong multi-channel delivery"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|xai-small|Sidetrade", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Predictive analytics for collections prioritization; autonomous agentic AI"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|xai-small|Tesorio", "prompt": "c221-l3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Forecasting, segmentation, connected workspaces; mid-to-enterprise AR focus"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|HighRadius", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the market leader for fully autonomous, AI‑driven AR."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Billtrust", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Billtrust** and **Versapay** are the top alternatives for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Versapay", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Billtrust** and **Versapay** are the top alternatives for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Tesorio", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Tesorio** and **LedgerUp** excel at AI‑forecasting and contract‑aware billing, respectively."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|LedgerUp", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Tesorio** and **LedgerUp** excel at AI‑forecasting and contract‑aware billing, respectively."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Centime", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Centime** and **Invoiced** are best when you're already heavily invested in NetSuite or need a fast, low‑cost rollout."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Invoiced", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Not as powerful for complex multi‑entity, high‑volume environments."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Bill.com", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Limited advanced analytics and forecasting compared to HighRadius/Tesorio."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Lockstep", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lockstep", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Automation depth is lighter; fewer AI‑driven insights."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|GETPAID by FIS Global", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "GETPAID by FIS Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "High‑volume invoice processing (banking/financial services)"}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|Conduent", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Conduent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Higher overall cost due to managed service model; less control over customization."}, {"id": "mai-20260918-0023-calibration_b|c221-l3|zai-small|PwC", "prompt": "c221-l3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "PwC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Not a pure‑play software product; scaling is slower; higher consulting fees."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|alibaba-small|HighRadius", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "industry analysis points to **HighRadius** as the primary candidate"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|alibaba-small|Zuora", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zuora", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Subscription Businesses: Zuora ... is the leading enterprise solution"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|alibaba-small|Paidnice", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you will encounter vendors like **Paidnice**, **Chaser**, or **DebtAgent**. You should **avoid** these for a large enterprise"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|alibaba-small|Chaser", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "You should **avoid** these for a large enterprise for two reasons"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|alibaba-small|DebtAgent", "prompt": "c221-l4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "DebtAgent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You should **avoid** these for a large enterprise for two reasons"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|anthropic-small|HighRadius", "prompt": "c221-l4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "## Top Recommendation: HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|anthropic-small|TreviPay", "prompt": "c221-l4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "## Alternative Option: TreviPay (For Predictable Costs)"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|challenger-small|TreviPay", "prompt": "c221-l4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "TreviPay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit from the results is **TreviPay** if you want a *credit-program / funded-model*"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|challenger-small|HighRadius", "prompt": "c221-l4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "multiple sources describe **HighRadius pricing as enterprise custom or quote-only**, so ... it is not the best answer if your top requirement is **predictable total cost at scale**"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|HighRadius", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the strongest recommendation for a large enterprise with thousands of users that needs predictable total cost."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|Quick Receivable", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quick Receivable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "What to avoid given thousands of users - **Per-user/seat pricing** (e.g., Quick Receivable at $100/user/month"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|Dunwise", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Dunwise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to avoid given thousands of users ... Dunwise per-seat platforms"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|Kolleno", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to avoid ... Kolleno at €545/user/month). At thousands of users these become enormously expensive"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|Esker", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be wary of **per-transaction** models (Esker, Invoiced at 1% of invoices)"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|Invoiced", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoiced", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be wary of **per-transaction** models (Esker, Invoiced at 1% of invoices) if your volume fluctuates"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|Billtrust", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "| **Billtrust** | Large enterprise, B2B invoicing & payments | Custom / module-scoped"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|deepseek-small|Sidetrade", "prompt": "c221-l4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "| **Sidetrade** | Large enterprise, collections + credit risk | Custom, comparable scale |"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Predictable Enterprise Pricing with Unlimited Users"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|google-small|Gaviti", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best ERP-Agnostic Solution with Usage-Based Pricing"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|google-small|Upflow", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Subscription/SaaS Enterprises Needing Cross-Functional CS & Sales Access"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|google-small|HighRadius", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Fortune 1000 Enterprises Requiring Outcome-Based Pricing"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|google-small|BILL", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Warning: Software to Avoid for This Specific Use Case ... poor choices for this specific constraint"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|google-small|Kolleno", "prompt": "c221-l4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "the TCO becomes highly unpredictable and prohibitively expensive"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|meta-small|HighRadius", "prompt": "c221-l4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts receivable automation software for a large company that needs predictable total cost across thousands of users is HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|minimax-small|HighRadius", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** is the most established enterprise AR platform with a model (outcome-based pricing) that can become predictable if structured as a capped gain-share."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|minimax-small|BILL", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Even enterprise leaders like HighRadius, BILL, and Esker use custom quotes or modular pricing that makes total cost hard to forecast."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|minimax-small|Esker", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Most major vendors (BlackLine, Esker, HighRadius) will negotiate a flat annual fee for unlimited users"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|minimax-small|BlackLine", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Most major vendors (BlackLine, Esker, HighRadius) will negotiate a flat annual fee for unlimited users if you're willing to commit to a large contract."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|minimax-small|Paidnice", "prompt": "c221-l4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Paidnice** ($69/month flat, unlimited users) work for SaaS companies but aren't built for large enterprise AR volumes."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|mistral-small|HighRadius", "prompt": "c221-l4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**HighRadius** stands out as the best accounts receivable automation software"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|mistral-small|TreviPay", "prompt": "c221-l4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "TreviPay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options like TreviPay and Billtrust also provide custom pricing based on volume and program scope"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|mistral-small|Billtrust", "prompt": "c221-l4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other notable options like TreviPay and Billtrust also provide custom pricing based on volume and program scope"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|moonshot-small|BlackLine", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BlackLine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlackLine's platform pricing** is likely your best option"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|moonshot-small|Gaviti", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Published Unlimited User Option ... Predictable flat-rate structure"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|moonshot-small|Billtrust", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Large Enterprise Features ... Caveat: Custom quote-based pricing means less predictability upfront"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|moonshot-small|BILL", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid ... Costs scale linearly with headcount"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|moonshot-small|Chaser", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid ... Per-seat add-ons"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|moonshot-small|Kolleno", "prompt": "c221-l4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Prohibitively expensive at scale"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|openai-small|HighRadius", "prompt": "c221-l4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for predictable enterprise cost:** **HighRadius**"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|openai-small|Billtrust", "prompt": "c221-l4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "also a good enterprise fit for large AR volumes, but its product catalog shows subscription pricing based on volume"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|openai-small|Tesorio", "prompt": "c221-l4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some buyers describe it as expensive and tied to total open AR... not necessarily the best fit if you want a simple, all-in, enterprise-wide cost model"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|xai-small|HighRadius", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with HighRadius** if predictability means low-risk entry"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|xai-small|Billtrust", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Alternatives**: Billtrust for B2B invoice focus"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|xai-small|Esker", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Esker if you want AP/AR bundle"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|xai-small|BILL", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid SMB tools like BILL ($49/user/month)\n\n...their per-user/per-transaction fees become unpredictable/unaffordable at thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|xai-small|Chaser", "prompt": "c221-l4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid SMB tools like BILL ($49/user/month) or Chaser"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|zai-small|HighRadius", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts receivable (AR) automation software for this specific scenario is **HighRadius**."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|zai-small|BILL", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The \"Predictable Subscription\" Alternative: BILL ... **The \"Thousands of Users\" Trap:**"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|zai-small|QuickFee", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickFee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "mid-market tools (like BILL or QuickFee) cannot handle"}, {"id": "mai-20260918-0023-calibration_b|c221-l4|zai-small|Tesorio", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Often uses a \"base fee + per transaction\" model, which is cheaper than per-user at scale."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|zai-small|Esker", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "You pay for every invoice processed. Predictable if your invoice volume is steady."}, {"id": "mai-20260918-0023-calibration_b|c221-l4|zai-small|Versapay", "prompt": "c221-l4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not transparent; usually not scalable for thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c221-l5|challenger-small|HighRadius", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest shortlist in the results tends to be **HighRadius**, **Billtrust**, **Esker**, **Tesorio**, **Versapay**, and **Emagia**"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|challenger-small|Billtrust", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the strongest shortlist ... **Billtrust**"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|challenger-small|Esker", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the strongest shortlist ... **Esker**"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|challenger-small|Tesorio", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "the strongest shortlist ... **Tesorio**"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|challenger-small|Versapay", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "the strongest shortlist ... **Versapay**"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|challenger-small|Emagia", "prompt": "c221-l5", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the strongest shortlist ... and **Emagia**"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|meta-small|Fazeshift", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Fazeshift", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top accounts receivable automation software options to consider include:\n\n1. Fazeshift"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|meta-small|HighRadius", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|meta-small|Billtrust", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Billtrust"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|meta-small|Tesorio", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Tesorio"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|meta-small|Kolleno", "prompt": "c221-l5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Kolleno"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|minimax-small|HighRadius", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend focusing on **HighRadius**, **SAP AR**, and **Oracle Receivables** as primary candidates"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|minimax-small|SAP Accounts Receivable", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "SAP Accounts Receivable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Native to ERP, but limited outside SAP ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|minimax-small|Oracle Receivables", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Oracle Receivables", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Native Oracle integration, strong for Oracle shops"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|minimax-small|Emagia", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **Emagia** and **Esker** as strong alternatives for cross-ERP environments"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|minimax-small|Esker", "prompt": "c221-l5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "with **Emagia** and **Esker** as strong alternatives for cross-ERP environments"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|mistral-small|BlackLine", "prompt": "c221-l5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with 3–5 solutions (e.g., BlackLine, HighRadius, Bill.com, Tipalti, Versapay)."}, {"id": "mai-20260918-0023-calibration_b|c221-l5|mistral-small|HighRadius", "prompt": "c221-l5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with 3–5 solutions (e.g., BlackLine, HighRadius, Bill.com, Tipalti, Versapay)."}, {"id": "mai-20260918-0023-calibration_b|c221-l5|mistral-small|Bill.com", "prompt": "c221-l5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with 3–5 solutions (e.g., BlackLine, HighRadius, Bill.com, Tipalti, Versapay)."}, {"id": "mai-20260918-0023-calibration_b|c221-l5|mistral-small|Tipalti", "prompt": "c221-l5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Start with 3–5 solutions (e.g., BlackLine, HighRadius, Bill.com, Tipalti, Versapay)."}, {"id": "mai-20260918-0023-calibration_b|c221-l5|mistral-small|Versapay", "prompt": "c221-l5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Start with 3–5 solutions (e.g., BlackLine, HighRadius, Bill.com, Tipalti, Versapay)."}, {"id": "mai-20260918-0023-calibration_b|c221-l5|moonshot-small|Billtrust", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Billtrust** – Strong for large enterprises, comprehensive suite, 25+ year track record"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|moonshot-small|Emagia", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Emagia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Emagia** – AI-powered platform with predictive analytics"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|moonshot-small|Growfin", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Growfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Growfin** – Good for AI-driven collections and customer health scoring"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|moonshot-small|HappyRobot", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HappyRobot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**HappyRobot** – Strong for collections outreach at scale"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|moonshot-small|LedgerUp", "prompt": "c221-l5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "LedgerUp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**LedgerUp** – SOC 2 Type II certified, Slack-native workflows, good for growth-stage"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|xai-small|HighRadius", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius (enterprise AI leader)"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|xai-small|Billtrust", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust (B2B payments)"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|xai-small|Versapay", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Versapay (collaborative AR)"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|xai-small|Esker", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Esker/Stuut (fast ERP syncs)\\u2014all tout SOC 2 Type II + SSO"}, {"id": "mai-20260918-0023-calibration_b|c221-l5|xai-small|Stuut", "prompt": "c221-l5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Esker/Stuut (fast ERP syncs)\\u2014all tout SOC 2 Type II + SSO"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|anthropic-small|Tesorio", "prompt": "c221-l6", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Users on G2 report synching issues which can ultimately lead to delays. Make sure to fully evaluate the tool and its synching quality if you're considering Tesorio as your AR solution."}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|BILL", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "position it mainly for *smaller businesses* ... note it may be an overkill or mismatch for complex enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Upflow", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Upflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "a large enterprise with complex AR workflows should treat it as a narrower-fit option"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Tesorio", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "one source explicitly says it can be *overkill* if you only need basic invoicing and reminders"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Versapay", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprises needing deeper cash application, credit, or broad ERP-anchored AR coverage should be cautious about relying on it as the core platform"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|HighRadius", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the safer shortlist in these results is more often **HighRadius, Billtrust, Esker, Sidetrade"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Billtrust", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "safer shortlist ... HighRadius, Billtrust, Esker, Sidetrade"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Esker", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "safer shortlist ... Esker"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Sidetrade", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "safer shortlist ... Sidetrade"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|TreviPay", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "sometimes TreviPay/Bluecopa/Tabs depending on the operating model"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Bluecopa", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "sometimes TreviPay/Bluecopa/Tabs depending on the operating model"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|challenger-small|Tabs", "prompt": "c221-l6", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "sometimes TreviPay/Bluecopa/Tabs depending on the operating model"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|deepseek-small|Chaser", "prompt": "c221-l6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools like **Chaser, Chargezoom, and many lightweight invoicing/reminder apps** ($95–$899/month) are built for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c221-l6|deepseek-small|Chargezoom", "prompt": "c221-l6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chargezoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "built for small businesses... Lack the credit, deduction, dispute, and multi-entity workflow depth enterprise AR requires"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|deepseek-small|HighRadius", "prompt": "c221-l6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "HighRadius, BlackLine, and Esker are the enterprise market leaders, but they're worth caution for reasons beyond price"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|deepseek-small|BlackLine", "prompt": "c221-l6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "they're worth caution for reasons beyond price: **Long, heavy rollouts**... **Custom code/configuration** for each implementation creates real **vendor lock-in**"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|deepseek-small|Esker", "prompt": "c221-l6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "HighRadius, BlackLine, and Esker are the enterprise market leaders, but they're worth caution"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|deepseek-small|SAP/Oracle/NetSuite AR module", "prompt": "c221-l6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "SAP/Oracle/NetSuite AR module", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Be cautious about treating ERP AR as end-to-end automation; it usually needs a dedicated AR layer."}, {"id": "mai-20260918-0023-calibration_b|c221-l6|deepseek-small|Paystand", "prompt": "c221-l6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Paystand and others flag the trap of **combining too many AR tools**"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|BILL (formerly Bill.com)", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to avoid/be cautious of: BILL (formerly Bill.com), Melio, Chaser, Kolleno"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|Melio", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Melio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Examples to avoid/be cautious of: BILL (formerly Bill.com), Melio, Chaser, Kolleno"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|Chaser", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to avoid/be cautious of: BILL (formerly Bill.com), Melio, Chaser, Kolleno"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|Kolleno", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples to avoid/be cautious of: BILL (formerly Bill.com), Melio, Chaser, Kolleno"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|NetSuite’s basic AR", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "NetSuite’s basic AR", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "basic ERP-native add-ons (e.g., NetSuite’s basic AR or Microsoft Business Central's native AR tools)"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|Microsoft Business Central's native AR tools", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Microsoft Business Central's native AR tools", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "basic ERP-native add-ons (e.g., NetSuite’s basic AR or Microsoft Business Central's native AR tools)"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|HighRadius", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "legacy implementations of market giants like HighRadius or Billtrust... their traditional software architectures can be incredibly painful"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|google-small|Billtrust", "prompt": "c221-l6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "While HighRadius and Billtrust are undisputed market leaders for enterprise AR, their traditional software architectures can be incredibly painful"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|meta-small|HighRadius", "prompt": "c221-l6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "some tools like HighRadius and BlackLine Invoice-to-Cash may be too complex or heavy-handed for some organizations"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|meta-small|BlackLine Invoice-to-Cash", "prompt": "c221-l6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine Invoice-to-Cash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "some tools like HighRadius and BlackLine Invoice-to-Cash may be too complex or heavy-handed for some organizations"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|moonshot-small|HighRadius", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "6-12 month typical implementation; \"long implementation runway\" cited in reviews.import Recommended only for enterprises with \"dedicated IT resources\""}, {"id": "mai-20260918-0023-calibration_b|c221-l6|moonshot-small|Billtrust", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Users report \"clunky, difficult-to-navigate interface\" and \"no self-service workflow changes\""}, {"id": "mai-20260918-0023-calibration_b|c221-l6|moonshot-small|BILL (Bill.com)", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Reviews cite \"poor customer support,\" \"missing features,\" \"technical issues with syncing\""}, {"id": "mai-20260918-0023-calibration_b|c221-l6|moonshot-small|Versapay", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Lower G2 rating (4.1/5); \"support consistency is the recurring weak spot\""}, {"id": "mai-20260918-0023-calibration_b|c221-l6|moonshot-small|BlackLine Invoice-to-Cash", "prompt": "c221-l6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine Invoice-to-Cash", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Best only if you're *already* standardized on BlackLine for close; otherwise may lack depth compared to dedicated AR platforms"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|SAP Ariba", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "SAP Ariba", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Legacy Enterprise Suites (e.g., Broad Order-to-Cash Platforms like Parts of SAP Ariba, Oracle Financials... **Why avoid/caution**"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|Oracle Financials", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Oracle Financials", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Legacy Enterprise Suites (e.g., ... Oracle Financials, or Similar Config-heavy Suites)**: - **Why avoid/caution**"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|QuickBooks Add-ons", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks Add-ons", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools Suited Only for Mid-Market or SMBs (e.g., Some Basic Invoicing/Reminder Tools like QuickBooks Add-ons... **Why avoid**"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|FreshBooks Extensions", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FreshBooks Extensions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "FreshBooks Extensions, or Wave)**: - **Why avoid**: They lack enterprise-grade features"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|Wave", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Wave", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "FreshBooks Extensions, or Wave)**: - **Why avoid**: They lack enterprise-grade features"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|HighRadius", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Why caution**: ... comparisons note \"heavier implementation and change management\" than expected"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|Billtrust", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Prioritize Leaders/Visionaries from analyst reports (e.g., HighRadius, Billtrust, Tesorio for scale"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|xai-small|Tesorio", "prompt": "c221-l6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Prioritize Leaders/Visionaries from analyst reports (e.g., HighRadius, Billtrust, Tesorio for scale"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|zai-small|Billtrust", "prompt": "c221-l6", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Seek a purpose‑built, layered AR automation platform (e.g., Billtrust, HighRadius, Bluecopa) that integrates seamlessly with your ERP"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|zai-small|HighRadius", "prompt": "c221-l6", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Specialized, best‑of‑breed tools that focus on AR (e.g., Billtrust, HighRadius, Bluecopa)"}, {"id": "mai-20260918-0023-calibration_b|c221-l6|zai-small|Bluecopa", "prompt": "c221-l6", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Vendor with a proven track record in enterprise‑wide deployments (e.g., Billtrust, HighRadius, Bluecopa)"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|alibaba-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: Quadient AR (formerly YayPay)"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|alibaba-small|Billtrust", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust is widely considered the number one solution for mid-market to enterprise organizations."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|alibaba-small|Tesorio", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Visibility & Liquidity: Tesorio"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|alibaba-small|HighRadius", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Full Automation (AI-Driven): HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|alibaba-small|Credit-IQ", "prompt": "c221-m1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Collections & Debt Recovery only** | **Credit-IQ**"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|anthropic-small|Quadient (YayPay)", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Quadient (YayPay) ** is frequently recommended for mid-market teams."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|anthropic-small|Billtrust", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust has earned its place as the number one accounts receivable solution for mid-market and enterprise businesses."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|anthropic-small|Monk", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Monk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Monk emerges as the strongest overall choice for most mid-market and enterprise businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|anthropic-small|Versapay", "prompt": "c221-m1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Versapay is recommended for upper mid-market with collaboration portals and structured collections playbooks."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|challenger-small|Versapay", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Versapay** or **Quadient AR (YayPay)**"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|challenger-small|Quadient AR (YayPay)", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best overall choice is usually **Versapay** or **Quadient AR (YayPay)**"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|challenger-small|Billtrust", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Billtrust** is the stronger pick if you need a broader, more established end-to-end AR platform"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|challenger-small|Tesorio", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for forecasting-led collections | **Tesorio**"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|challenger-small|Upflow", "prompt": "c221-m1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for simpler, fast-to-deploy automation | **Upflow**"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Versapay", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Versapay** and **Billtrust** are the safest, most proven choices"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Billtrust", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Versapay** and **Billtrust** are the safest, most proven choices"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|HighRadius", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Most comprehensive, but can be more than a lean team with simple AR operations needs"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for structured collections playbooks"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Upflow", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For a leaner, lower-cost option that's fast to deploy, **Upflow** is worth a serious look."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Chaser", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Automated chasing + cash-flow forecasting, revenue-based pricing, excellent Capterra ratings"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Tesorio", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Predictive collections and cash-flow forecasting across regions"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Serrala", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Serrala", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "look at vendors (e.g., Serrala, or AI-native options) tailored to those ecosystems"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|deepseek-small|Stuut", "prompt": "c221-m1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "If you want AI-driven autonomous chasing, HighRadius or Stuut lead."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Quadient AR is highly regarded as the most user-friendly workflow and collections tool built specifically for the mid-market."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|google-small|Versapay", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Versapay stands out by focusing on \"collaborative AR.\""}, {"id": "mai-20260918-0023-calibration_b|c221-m1|google-small|Tesorio", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your finance leadership is highly focused on treasury and predictive cash flow, Tesorio is an excellent choice."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|google-small|Paystand", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Paystand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Paystand is a strong candidate"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|google-small|HighRadius (RadiusOne Suite)", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius (RadiusOne Suite)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HighRadius\\u2019s AI is the gold standard"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|google-small|Gaviti", "prompt": "c221-m1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Choose Quadient AR or Gaviti"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|meta-small|Billtrust", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Billtrust: Known for its comprehensive features and suitability for mid-market and enterprise businesses."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|meta-small|Quadient (YayPay)", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ideal for mid-market B2B finance teams seeking predictive cash application and dispute automation."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|meta-small|Credit-IQ", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Suitable for small and mid-sized B2B teams looking for fast setup, automated reminders, and accounting integrations."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|meta-small|HighRadius", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Offers complete autonomous order-to-cash automation and is suitable for mid-market and enterprise businesses."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|meta-small|Tesorio", "prompt": "c221-m1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended for mid-market B2B companies with annual revenue between $50M and $250M."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|minimax-small|Billtrust", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "frequently cited as a top choice for mid-market and enterprise businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|minimax-small|HighRadius", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another top performer for mid-market teams seeking complete order-to-cash automation"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|minimax-small|Versapay", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "specializes in collaborative AR with a customer-facing portal"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|minimax-small|Gaviti", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "receive high marks for mid-market use, with Gaviti rated particularly high"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|minimax-small|Chaser", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chaser excels in automated dunning and collections tracking"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|minimax-small|Tesorio", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "stands out if you need automated collections directly tied to cash forecasting"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|minimax-small|Quadient (YayPay)", "prompt": "c221-m1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "offers customizable workflows, which is valuable if your AR processes require significant flexibility"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|mistral-small|Billtrust", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Billtrust** and **Versapay** are the top choices due to their strong feature sets"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|mistral-small|Versapay", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Billtrust** and **Versapay** are the top choices due to their strong feature sets"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|mistral-small|HighRadius", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If advanced AI and predictive analytics are a priority, **HighRadius** is also a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|mistral-small|Quadient", "prompt": "c221-m1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for mid-market collections, Quadient provides strong automation for receivables"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|moonshot-small|Versapay", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Versapay** — Best Overall for Mid-Market Collaboration"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|moonshot-small|Tesorio", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Tesorio** — Best for Cash Flow Forecasting"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|moonshot-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Collections Workflows"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|moonshot-small|Billtrust", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Invoice Delivery & Cash Application"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|moonshot-small|Upflow", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Upflow** — Best for Fast Implementation"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|moonshot-small|Invoiced", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Fastest implementation | **Upflow** or **Invoiced**"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|moonshot-small|Centime", "prompt": "c221-m1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Billing + AR in one platform | **Centime** or **Quadient AR**"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|openai-small|Billtrust", "prompt": "c221-m1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Billtrust is the safest default because it balances collections, cash application, and customer payment workflows"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|openai-small|HighRadius", "prompt": "c221-m1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you're closer to enterprise scale or need deeper AI-driven collections"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|openai-small|Upflow", "prompt": "c221-m1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your team wants a more modern, lighter-weight collections workflow"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|xai-small|Billtrust", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Billtrust** (Often ranked #1 for mid-market B2B)"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|xai-small|Versapay", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Collaborative customer portal for shared invoicing/disputes/payments... mid-market favorite for ease."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|xai-small|Quadient AR", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market specialist for collections dashboards, cash app, self-service portals."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|xai-small|HighRadius", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise-strong but mid-market viable... Cons: Overkill for simpler ops."}, {"id": "mai-20260918-0023-calibration_b|c221-m1|xai-small|Gaviti", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other strong contenders: Gaviti (collections visibility, 4.4–4.5/5)"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|xai-small|Chaser", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Chaser (forecasting/chasing, 4.9/5 Capterra)"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|xai-small|Esker", "prompt": "c221-m1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Esker (multi-ERP O2C)"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|Quadient AR (formerly YayPay)", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Quadient AR (YayPay)** and **Versapay** are the top overall choices"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|Versapay", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Quadient AR (YayPay)** and **Versapay** are the top overall choices"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|Chaser", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chaser** and **Upflow** are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|Upflow", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Chaser** and **Upflow** are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|BILL AP/AR", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**BILL** and **Plooto** provide fast time\\u2011to\\u2011value at a lower cost"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|Gaviti", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Multiple ERPs / non\\u2011standard stacks** | **Gaviti** | ERP\\u2011agnostic, modular pricing"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|Plooto", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**BILL** and **Plooto** provide fast time\\u2011to\\u2011value at a lower cost"}, {"id": "mai-20260918-0023-calibration_b|c221-m1|zai-small|Yonovo", "prompt": "c221-m1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Yonovo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Fast setup, minimal IT project** | **Yonovo** | One\\u2011day integration, AI\\u2011driven collections"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|alibaba-small|Monk", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Monk** if you want a quick win and simpler interface."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|alibaba-small|Tesorio", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tesorio is often recommended."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|alibaba-small|Sidetrade", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sidetrade is ideal if your collections process is bogged down by unhandled disputes"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|alibaba-small|Transformance", "prompt": "c221-m2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Transformance\ties CollectPulse is a robust option."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|anthropic-small|Upflow", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Upflow** (Best Overall for Mid-Market)"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|anthropic-small|Chaser", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chaser excels in the mid-market with relationship-preserving automation"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|anthropic-small|Billtrust", "prompt": "c221-m2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Billtrust's Unified AR Platform pairs collections automation with invoicing, credit management, and cash application"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|challenger-small|Upflow", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "my default recommendation would be **Upflow**"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|challenger-small|Versapay", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Versapay** is the safer \"best overall\" pick across the results"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|challenger-small|Billtrust", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "best if you need a more established mid-market-to-enterprise platform with cash application alongside collections"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|challenger-small|HighRadius", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "best if you need a fuller enterprise-style AR suite and can handle heavier implementation"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|challenger-small|Chaser", "prompt": "c221-m2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if your team is UK-based or wants relationship-preserving collections automation"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|deepseek-small|Upflow", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Upflow** as the top choice in most cases"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|deepseek-small|Billtrust", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Billtrust**, **Versapay**, and **HighRadius** as strong alternatives"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|deepseek-small|Versapay", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "strong alternatives depending on your specific needs"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|deepseek-small|HighRadius", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Larger mid-market/enterprise wanting AI automation"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|deepseek-small|Chaser", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Upflow (or Chaser) if:**"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|deepseek-small|Monk", "prompt": "c221-m2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Monk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Monk claims ~40% average DSO reduction with under one-week go-live"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|google-small|Gaviti", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gaviti: Best Overall for Pure Collections Workflow ... Gaviti is an industry-standard choice."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "that face heavy dispute volumes and want forward-looking intelligence, Quadient AR is highly recommended."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|google-small|Upflow", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Upflow: Best for Tech, SaaS, and Professional Services ... Upflow is a premier solution."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|google-small|Chaser", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chaser: Best for Relationship-First Personalized Automation ... Chaser is the ideal choice."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|google-small|Tesorio", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tesorio: Best for CFOs Needing Cash Flow Forecasting ... Tesorio is a powerful tool."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|google-small|Versapay", "prompt": "c221-m2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "prioritize **Quadient AR** or **Versapay**"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|meta-small|Transformance CollectPulse", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Transformance CollectPulse", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Transformance CollectPulse - a dunning automation platform suitable for mid-market and large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|meta-small|Finvi", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Finvi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Finvi - an enterprise revenue acceleration platform for collections agencies and healthcare receivables."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|meta-small|Anytime Collect", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Anytime Collect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Anytime Collect - a cloud-based collections management software for accounts receivable teams."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|meta-small|ResolvePay", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "ResolvePay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "ResolvePay - a B2B collections software suitable for mid-market companies seeking a balance of automation and customer relationship preservation."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|meta-small|Worldmetrics", "prompt": "c221-m2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Worldmetrics", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Worldmetrics - a B2B payment and collections platform optimizing invoice follow-up and cash collection."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|minimax-small|Tesorio", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Tesorio** or **Upflow** if you want a focused collections tool"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|minimax-small|HighRadius", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Mid-market to enterprise teams"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|minimax-small|Bluecopa", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Bluecopa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Bluecopa** if you prefer a more comprehensive AI-native platform that can grow with you"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|minimax-small|Upflow", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "starting with **Tesorio** or **Upflow** if you want a focused collections tool"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|minimax-small|Gaviti", "prompt": "c221-m2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Key strengths:** Highly configurable dunning and policy engine"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|mistral-small|Tesorio", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tesorio** and **Billtrust** are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|mistral-small|Billtrust", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Considered the best overall for most mid-market teams"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|mistral-small|Upflow", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you use NetSuite or Stripe, **Upflow** is also a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|mistral-small|Gaviti", "prompt": "c221-m2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Suitable for SMB and lower mid-market companies (up to €50M revenue) with straightforward dunning needs"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|moonshot-small|Billtrust", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Billtrust"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|moonshot-small|Tesorio", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For NetSuite Users: Tesorio"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|moonshot-small|Upflow", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Upflow** is an excellent alternative"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|moonshot-small|Gaviti", "prompt": "c221-m2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For Configurable Policies: Gaviti"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|openai-small|Versapay", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My default recommendation:** **Versapay**"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|openai-small|Invoiced / Flywire", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Invoiced / Flywire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "good if you want collections automation tightly connected to invoicing and AR workflows for mid-market finance teams"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|openai-small|HighRadius", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better if you need a broader, more enterprise-grade AR platform with AI-driven collections"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|openai-small|Microsoft Dynamics 365 Finance collections automation", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Microsoft Dynamics 365 Finance collections automation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best if you already live in Dynamics and want native collections workflow automation"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|openai-small|SAP Collections Management", "prompt": "c221-m2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "SAP Collections Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best if your company is already standardized on SAP"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|xai-small|Chaser", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My pick: Start with Chaser if you're on Xero/QuickBooks (easiest setup, fastest wins)."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|xai-small|Upflow", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Chaser** or **Upflow** as top collections management tools"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|xai-small|Billtrust", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "G2 Leader for 19 quarters, but more robust (and pricier)."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|xai-small|HighRadius", "prompt": "c221-m2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "HighRadius/Billtrust shine if you need full order-to-cash or complex ERP."}, {"id": "mai-20260918-0023-calibration_b|c221-m2|zai-small|Versapay", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for a mid‑sized B2B company: Versapay"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|zai-small|Billtrust", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives ... Billtrust - Best for complex invoice‑to‑cash workflows at scale"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|zai-small|Upflow", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for mid‑market credit teams needing governed follow‑up"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|zai-small|Chaser", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if your AR team wants governed promise‑to‑pay execution"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|zai-small|Gaviti", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "AI‑powered AR and collections platform; suited for mid‑market teams"}, {"id": "mai-20260918-0023-calibration_b|c221-m2|zai-small|HighRadius (Collections module)", "prompt": "c221-m2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius (Collections module)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for larger mid‑market/enterprise setups with high invoice volumes."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|HighRadius", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius for enterprise-scale AR"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|Billtrust", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Billtrust for mid-market cash application"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|Versapay", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Versapay for collaborative AR portals"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|Quadient AR", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HighRadius, Versapay, Quadient AR, and Sidetrade round out the top five"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|Sidetrade", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sidetrade round out the top five, each with distinct strengths"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|Stuut", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Modern autonomous platforms like Stuut are designed to execute tasks on your behalf and go live in 3 to 4 days."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|Lido", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lido", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "For document extraction, Lido offers template-free AI extraction that processes 300 invoices per minute without setup."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|BILL", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "BILL offers affordable AR automation starting at $49/user/month"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|anthropic-small|Freehand", "prompt": "c221-m3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Freehand", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Freehand is an AI-native platform whose AI Teams run logistics AR from invoice to cash."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|HighRadius", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **HighRadius** if you need the deepest enterprise AR suite."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Billtrust", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Billtrust** if billing, invoice delivery, and payments are your main pain points."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Versapay", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Versapay** if disputes and customer collaboration dominate."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Tesorio", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Tesorio** if forecasting collections is the priority."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Esker", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suite-oriented, usually broader than point solutions"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Upflow", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "mid-market tools like **Upflow** or **Invoiced**"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Quadient AR", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "More collections-led than submission-led"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Invoiced", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Often positioned as easier to deploy than large enterprise suites"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Chaser", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose **Chaser** or **Paidnice** if you want automated follow-up with late-fee/interest enforcement."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Paidnice", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Choose **Chaser** or **Paidnice** if you want automated follow-up with late-fee/interest enforcement."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|Kolleno", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Less emphasis on built-in interest mechanics"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|challenger-small|ezyCollect", "prompt": "c221-m3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "More straightforward collections than deep enterprise AR"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|HighRadius", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Broadest end-to-end \"order-to-cash\" suite; 190+ agentic AI agents ... HighRadius on enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Billtrust", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong invoice-to-cash platform, buyer network, digital payments... | Less AI autonomy than next-gen tools"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Versapay", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for **collaborative AR** and dispute/deduction-heavy workflows"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Tesorio", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for **forecasting-led collections**"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Sidetrade", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong European presence and AI-driven receivables | Regional focus"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Quadient AR (YayPay)", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple, user-friendly AR and cash application | Less depth for complex enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Paystand", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paystand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zero-fee, traceable cash application for recurring B2B billing | SMB-focused"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|LedgerUp", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Contract-aware billing, usage-based invoicing... Best fit is narrow (SaaS)"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Freehand", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Freehand", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Autonomous freight AR with agentic AI teams | Niche vertical"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|deepseek-small|Lunos", "prompt": "c221-m3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Next-gen tools (HighRadius, Freehand, Lunos) use **agentic AI**"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|HighRadius", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "HighRadius is the heavyweight of the industry... Go with **HighRadius** or **Billtrust**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|Billtrust", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **HighRadius** or **Billtrust**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|Versapay", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your primary pain is disputes & communication friction ... Go with **Versapay**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quadient AR strikes a balance between advanced enterprise features and mid-market simplicity."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|Tesorio", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your primary pain is strategic forecasting ... Go with **Tesorio**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|Upflow", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If your primary pain is simply lacking the headcount to email late payers: Go with **Upflow** or **Gaviti**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|Gaviti", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Go with **Upflow** or **Gaviti**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|Chaser", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "These are specialized, lightweight platforms."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|google-small|BILL (formerly Bill.com)", "prompt": "c221-m3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "BILL is a lightweight, standardized accounting hub rather than a complex enterprise AR tool."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|meta-small|Paidnice", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|meta-small|Chaser", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|meta-small|Upflow", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|meta-small|Kolleno", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|meta-small|Invoiced", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|meta-small|ezyCollect", "prompt": "c221-m3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "ezyCollect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include Paidnice, Chaser, Upflow, Kolleno, Invoiced, and ezyCollect."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|HighRadius", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-driven cash application and dunning with 190+ Agentic AI agents"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Tesorio", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Collections execution tied to cash visibility, forecasting, and connected workspaces"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Billtrust", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong presentment and payments integration; nearly 25 years of industry track record"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Versapay", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Customer self-service portal and dispute management focus"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Growfin", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Growfin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Deep ERP integration, automated billing and invoice matching"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Stuut", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some tools (like HighRadius, Stuut) offer autonomous execution with AI-powered decision-making"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|SAP AR", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "SAP AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Tools like SAP AR, Oracle Receivables, and Centime excel when you need automation inside existing ERP systems"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Oracle Receivables", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Oracle Receivables", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like SAP AR, Oracle Receivables, and Centime excel when you need automation inside existing ERP systems"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Centime", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Centime excel when you need automation inside existing ERP systems"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Kyriba", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kyriba", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Some are enterprise-only (Kyriba, SAP)"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Invoiced", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others serve mid-market (Tesorio, Invoiced)"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|BILL", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "or SMB markets (BILL, QuickBooks Online)"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|QuickBooks Online", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "or SMB markets (BILL, QuickBooks Online)"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|minimax-small|Lunos", "prompt": "c221-m3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Lunos emphasizes humanized AI-driven customer communication"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|mistral-small|HighRadius", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a full, enterprise-grade AR suite with AI and deep ERP integration, choose **HighRadius**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|mistral-small|Upflow", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a user-friendly, analytics-led tool that strengthens customer relationships, choose **Upflow**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|mistral-small|Tesorio", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If cash flow forecasting and strategic financial management are your priorities, choose **Tesorio**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|mistral-small|Invoiced (by Flywire)", "prompt": "c221-m3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need global payments and complex billing workflows, choose **Invoiced**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|HighRadius", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprise scale, full automation** | HighRadius"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Stuut", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Autonomous execution with fast implementation and minimal IT requirements"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Billtrust", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Digital invoicing, payment acceptance, and billing complexity"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Tesorio", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cash flow forecasting** | Tesorio"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Versapay", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Reducing payment disputes** | Versapay"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Chaser", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Automated dunning / chasing** | Chaser"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Upflow", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free tier / startup-friendly** | Upflow"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|LedgerUp", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "LedgerUp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**SaaS with complex contracts** | LedgerUp"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Centime", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**NetSuite-centric operations** | Centime"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|Invoiced", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Minimal IT, fast launch** | Stuut, Invoiced"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|moonshot-small|BILL", "prompt": "c221-m3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Small businesses / simpler needs | Basic AR workflows and bill pay"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|HighRadius", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need full enterprise AR automation? HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Tesorio", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Need better collections prioritization and dunning? Tesorio."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Versapay", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Need customer self-service and dispute collaboration? Versapay."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|BILL", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need simpler SMB AR automation? BILL."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Billtrust", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "better known for billing workflow transformation"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Corcentric", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Corcentric", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Billtrust / Corcentric: better known for billing workflow transformation"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Upflow", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Upflow / Gaviti: more collections-focused"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Gaviti", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Upflow / Gaviti: more collections-focused"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|TreviPay", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "TreviPay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "more specialized around trade credit / net terms / checkout financing"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Balance", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Balance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "more specialized around trade credit / net terms / checkout financing"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Slope", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Slope", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "more specialized around trade credit / net terms / checkout financing"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|openai-small|Hokodo", "prompt": "c221-m3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Hokodo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "more specialized around trade credit / net terms / checkout financing"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|xai-small|HighRadius", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "HighRadius and Billtrust offer comprehensive \"autonomous\" suites"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|xai-small|Billtrust", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "AI-assisted matching, e-invoicing, payments; strong in transportation"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|xai-small|Versapay", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Versapay emphasizes collaboration portals"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|xai-small|Upflow", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Multi-channel reminders, cash app, analytics/timelines"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|xai-small|Chaser", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Personalized multi-channel dunning, risk prediction, live forecasts"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|xai-small|Tesorio", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "AI for collections segmentation, email triage, cash visibility"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|xai-small|Invoiced (by Flywire)", "prompt": "c221-m3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced (by Flywire)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Mid-market invoice-to-cash | Strong reconciliation, fast rollout"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|HighRadius", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "You're **enterprise-scale** with global collections → **HighRadius**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|Billtrust", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You want to **transform billing workflows** → **Billtrust**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|Lunos", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You prefer **human-centered, conversational AI** → **Lunos**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|Growfin", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Growfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You need **deep ERP integration** → **Growfin** or **Versapay**"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|Versapay", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Growfin** or **Versapay** (depending on ecosystem)"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|Quadient AR", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Billing & receivables transformation, mid-market"}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|Sidetrade", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Sidetrade", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "You operate **predominantly in Europe** → **Sidetrade**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|BILL (formerly QuickBooks)", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly QuickBooks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "You're an **SMB** with simple invoicing → **BILL** or **Zoho Books**."}, {"id": "mai-20260918-0023-calibration_b|c221-m3|zai-small|Zoho Books", "prompt": "c221-m3", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "You're an **SMB** with simple invoicing → **BILL** or **Zoho Books**."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|alibaba-small|Zoho Books", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books (Best Overall Value) ... widely considered the best all-in-one option for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|alibaba-small|Invoice Fly", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Invoice Fly (Cheapest Dedicated AR Tool)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|alibaba-small|Melio", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Melio (Best for Simple Payment Processing)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|alibaba-small|Bill.com", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "much more affordable than competitors like Bill.com or Tipalti ... While slightly more expensive (starting at $49/user/month), BILL is worth mentioning"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|alibaba-small|Tipalti", "prompt": "c221-m4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Tipalti", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "much more affordable than competitors like Bill.com or Tipalti"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|anthropic-small|Zoho Books", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, Zoho Books and Invoice Fly offer the most affordable entry points"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|anthropic-small|Invoice Fly", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budgets, Zoho Books and Invoice Fly offer the most affordable entry points"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|anthropic-small|BILL", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "BILL provides good value for teams that also need accounts payable automation"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|anthropic-small|QuickBooks Online", "prompt": "c221-m4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "QuickBooks Online Simple Start is listed at $38 per month before temporary discounts, and transaction fees apply."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|challenger-small|Wave", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Wave** if you need the lowest upfront cost... If your budget is *very* tight, choose **Wave**."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|challenger-small|BILL", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**BILL** is the safer recommendation for most small companies"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|challenger-small|Melio", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want pay-per-use simplicity:** **Melio** \\u2014 one source lists a free plan"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|challenger-small|Credit-IQ", "prompt": "c221-m4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best budget option for invoice-reminder automation:** **Credit-IQ** \\u2014 public tiers start at **$55/month**"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Zoho Books", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books offers the best combination** of robust accounts-receivable automation, a real free tier, and low-cost paid plans"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Wave", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for freelancers/solopreneurs (Free)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Invoice Fly", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best cheap dedicated AR tool (~$12.99/month)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|QuickBooks Online", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for accountant compatibility (~$30\\u201338/month)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Upflow", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Upflow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "What to Avoid on a Tight Budget ... Upflow (from $440/month)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Chaser", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "they're overkill and usually out of budget for a smaller company"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Kolleno", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Kolleno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Kolleno (\\u20ac545+/user/month) ... out of budget"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Billtrust", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise tools (Billtrust, HighRadius, Esker) are quote-based and priced for mid-market/enterprise"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|HighRadius", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "enterprise tools (Billtrust, HighRadius, Esker) are quote-based and priced for mid-market/enterprise"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|deepseek-small|Esker", "prompt": "c221-m4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "enterprise tools (Billtrust, HighRadius, Esker) are quote-based and priced for mid-market/enterprise"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|google-small|Zoho Invoice", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you have a zero-dollar budget and send fewer than 500 invoices per year, Zoho Invoice is arguably the best tool on the market."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|google-small|Melio", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Melio is an outstanding, highly popular option for US-based small businesses."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|google-small|Paidnice", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you already use QuickBooks or Xero and your biggest problem is customers paying late, **Paidnice** offers incredible ROI."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|google-small|Plooto", "prompt": "c221-m4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "on a single budget-friendly dashboard, Plooto is a top-tier choice."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|meta-small|Zoho Books", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books: Best value for budget-conscious small businesses."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|meta-small|Nickel", "prompt": "c221-m4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Nickel: The lowest-cost pick for small businesses, with free ACH payments and no subscription."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|minimax-small|Zoho Books", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** (if you need free basic invoicing) or **Invoice Fly** (at $12.99/month) for the lowest cost solution"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|minimax-small|Invoice Fly", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books** (if you need free basic invoicing) or **Invoice Fly** (at $12.99/month) for the lowest cost solution"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|minimax-small|Invoice Sherpa", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Sherpa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For slightly more features, **Invoice Sherpa** at $49/month offers good value"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|minimax-small|Yonovo", "prompt": "c221-m4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Yonovo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Yonovo** - Quick Setup Option"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|mistral-small|Zoho Books", "prompt": "c221-m4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Zoho Books** is frequently recommended as the best value for budget-conscious small businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|mistral-small|Nickel", "prompt": "c221-m4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider include **Nickel**, which is designed for small businesses that want to collect on invoices without high payment processing fees"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|mistral-small|FreshBooks", "prompt": "c221-m4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**FreshBooks**, which is praised for fast setup and minimal IT involvement"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|Zoho Books", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Zoho Books - Best Overall Value ... \"best value for budget-conscious small businesses\""}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|Invoice Fly", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upgrade to Invoice Fly ($12.99/mo) if you need automated reminders and payment processing"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|Wave", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Start with Wave (free) if you just need basic AR tracking"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|FreshBooks", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "FreshBooks - Starts at approximately $21/month - Best for: Freelancers and agencies"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|BILL Accounts Receivable", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL Accounts Receivable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "BILL Accounts Receivable - $49-$89 per user/month"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|Chaser", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid: Standalone AR tools like Chaser or Chargezoom ($95-$899/month)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|Chargezoom", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chargezoom", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid: Standalone AR tools like Chaser or Chargezoom"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|Versapay", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "enterprise platforms like Versapay or HighRadius ($50,000-$300,000+/year) as these are designed for larger budgets"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|moonshot-small|HighRadius", "prompt": "c221-m4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "enterprise platforms like Versapay or HighRadius ($50,000-$300,000+/year)"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|openai-small|BILL AP & AR", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL AP & AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best cheapest overall:** **BILL AP & AR** — lowest published starting price I found"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|openai-small|Chaser", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for pure collections automation:** **Chaser** — stronger fit ... but it costs more"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|openai-small|QuickBooks", "prompt": "c221-m4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider **QuickBooks + its invoice/payment workflow** or similar accounting-stack tools"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|xai-small|Wave Accounting", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave Accounting", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Wave Accounting stands out as the top choice for accounts receivable (AR) automation software."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|xai-small|Zoho Books", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "great value for growing SMBs"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|xai-small|FreshBooks", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Easy reminders, online payments, time tracking; user-friendly for agencies/freelancers."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|xai-small|QuickBooks Online", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Higher entry cost; processing fees extra."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|xai-small|Xero", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "praised for small biz affordability"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|xai-small|Chargebee", "prompt": "c221-m4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chargebee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "tools like Chargebee (custom, but scalable) might work later"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|zai-small|Wave", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**1. Wave** - *Best for startups*"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|zai-small|Zoho Books", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most budget-conscious businesses, **Zoho Books** offers the best combination of free entry, affordable paid tiers, and comprehensive AR features."}, {"id": "mai-20260918-0023-calibration_b|c221-m4|zai-small|Plooto", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Plooto** at $9/month provides excellent value with essential automation features"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|zai-small|Invoice Fly", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Invoice Fly** - *Simple and affordable*"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|zai-small|Melio", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**5. Melio** - *Payment-focused**"}, {"id": "mai-20260918-0023-calibration_b|c221-m4|zai-small|EBizCharge", "prompt": "c221-m4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "EBizCharge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**6. EBizCharge** - *B2B focused*"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|HighRadius", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Notable vendors serving your mid-market segment: HighRadius, Billtrust, Versapay..."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|Billtrust", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Notable vendors serving your mid-market segment: HighRadius, Billtrust, Versapay..."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|Versapay", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Notable vendors serving your mid-market segment: HighRadius, Billtrust, Versapay..."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|Quadient A/R (YayPay)", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient A/R (YayPay)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quadient A/R (YayPay), Upflow, Tesorio, BlackLine, Invoiced, and others"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|Upflow", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Quadient A/R (YayPay), Upflow, Tesorio, BlackLine, Invoiced, and others"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|Tesorio", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Quadient A/R (YayPay), Upflow, Tesorio, BlackLine, Invoiced, and others"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|BlackLine", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Quadient A/R (YayPay), Upflow, Tesorio, BlackLine, Invoiced, and others"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|deepseek-small|Invoiced", "prompt": "c221-m5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Quadient A/R (YayPay), Upflow, Tesorio, BlackLine, Invoiced, and others"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|QuickBooks", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You have outgrown basic small-business accounting tools (like standard QuickBooks or Xero modules)"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Xero", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You have outgrown basic small-business accounting tools (like standard QuickBooks or Xero modules)"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|SAP", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you also do not need\\u2014and should avoid\\u2014the highly complex, multi-million dollar, year-long custom deployments of enterprise systems (like SAP or Oracle-level HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Oracle", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "should avoid\\u2014the highly complex, multi-million dollar, year-long custom deployments of enterprise systems (like SAP or Oracle-level HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|HighRadius", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "should avoid\\u2014the highly complex, multi-million dollar, year-long custom deployments of enterprise systems (like SAP or Oracle-level HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Quadient AR (formerly YayPay)", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Excellent for mid-market businesses. Very strong automated collections workflows, quick implementation times, and robust prediction/cash flow forecasting."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Versapay", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Great if you want a heavy focus on collaborative customer portals and integrated payment processing."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Tesorio", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A highly modern, collections-focused tool that sits on top of NetSuite or Sage Intacct, offering deep cash forecasting."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Upflow", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Very user-friendly and highly visual, suited for B2B tech and service-oriented companies."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Gaviti", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Strong choices if your primary goal is clean, automated dunning email sequences"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|google-small|Chaser", "prompt": "c221-m5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strong choices if your primary goal is clean, automated dunning email sequences and managing invoice aging without complex ERP overhauls."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|meta-small|Daylit", "prompt": "c221-m5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Daylit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some top accounts receivable automation software solutions for mid-market companies (50-500 employees) include: 1. Daylit"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|meta-small|Kolleno", "prompt": "c221-m5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Kolleno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "2. Kolleno"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|meta-small|Credit-IQ", "prompt": "c221-m5", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "3. Credit-IQ"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|moonshot-small|Billtrust", "prompt": "c221-m5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Billtrust** | #1 rated for mid-market/enterprise | Full order-to-cash, strong ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|moonshot-small|Versapay", "prompt": "c221-m5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Collaboration & collections playbooks | Upper mid-market, dispute-heavy environments"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|moonshot-small|Quadient AR (YayPay)", "prompt": "c221-m5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Structured collections | Mid-market, need for workflow automation"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|moonshot-small|Tesorio", "prompt": "c221-m5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cash flow forecasting + prioritization | Companies prioritizing cash visibility"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|moonshot-small|Bill.com", "prompt": "c221-m5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Quick implementation, affordable | Smaller mid-market, simpler needs ($49/user/mo)"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|xai-small|HighRadius", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular options for your size include HighRadius, Versapay, Tesorio, Billtrust, and Daylit, but evaluate based on your specifics."}, {"id": "mai-20260918-0023-calibration_b|c221-m5|xai-small|Versapay", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular options for your size include HighRadius, Versapay, Tesorio, Billtrust, and Daylit"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|xai-small|Tesorio", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular options for your size include HighRadius, Versapay, Tesorio, Billtrust, and Daylit"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|xai-small|Billtrust", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options for your size include HighRadius, Versapay, Tesorio, Billtrust, and Daylit"}, {"id": "mai-20260918-0023-calibration_b|c221-m5|xai-small|Daylit", "prompt": "c221-m5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Daylit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options for your size include HighRadius, Versapay, Tesorio, Billtrust, and Daylit"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|anthropic-small|HighRadius", "prompt": "c221-m6", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise platforms like HighRadius cover the full order-to-cash cycle but carry six-figure implementation costs."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|deepseek-small|HighRadius", "prompt": "c221-m6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Often flagged as *overkill* for mid-market teams... heavier implementation and change management than mid-market teams expect."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|deepseek-small|Tesorio", "prompt": "c221-m6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reviewers note it's \"overkill if you only need basic invoicing + reminders.\" Easy to overspend for basic needs."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|deepseek-small|BILL AP/AR", "prompt": "c221-m6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL AP/AR", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "users report invoices \"sync unreliably with accounting software, forcing time-consuming manual corrections.\""}, {"id": "mai-20260918-0023-calibration_b|c221-m6|google-small|HighRadius", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The Verdict: Avoid if you are a small-to-mid-market business or lack a dedicated, highly technical in-house team to manage the system."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|google-small|BILL / formerly Bill.com", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL / formerly Bill.com", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "sudden, automated account freezes where incoming customer payments are locked \"under review\"... Be highly cautious if your business processes large-ticket B2B transactions"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|google-small|Tesorio", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "platforms like Tesorio historically lack robust, native credit risk management and credit-vetting tools"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|google-small|Kolleno", "prompt": "c221-m6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Kolleno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "you must be cautious if you expect an all-in-one \"credit-to-cash\" platform"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|meta-small|Emagia", "prompt": "c221-m6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the leading providers in the market include Emagia, HighRadius, Billtrust, and Bla."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|meta-small|HighRadius", "prompt": "c221-m6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the leading providers in the market include Emagia, HighRadius, Billtrust, and Bla."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|meta-small|Billtrust", "prompt": "c221-m6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the leading providers in the market include Emagia, HighRadius, Billtrust, and Bla."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|meta-small|Bla", "prompt": "c221-m6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Bla", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the leading providers in the market include Emagia, HighRadius, Billtrust, and Bla."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|mistral-small|Emagia", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Emagia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Leading Providers to Consider (with due diligence):\nEmagia, HighRadius, Billtrust, BlackLine, Esker, Sidetrade."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|mistral-small|HighRadius", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leading Providers to Consider (with due diligence):\nEmagia, HighRadius, Billtrust, BlackLine, Esker, Sidetrade."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|mistral-small|Billtrust", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Leading Providers to Consider (with due diligence):\nEmagia, HighRadius, Billtrust, BlackLine, Esker, Sidetrade."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|mistral-small|BlackLine", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Leading Providers to Consider (with due diligence):\nEmagia, HighRadius, Billtrust, BlackLine, Esker, Sidetrade."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|mistral-small|Esker", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Leading Providers to Consider (with due diligence):\nEmagia, HighRadius, Billtrust, BlackLine, Esker, Sidetrade."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|mistral-small|Sidetrade", "prompt": "c221-m6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Leading Providers to Consider (with due diligence):\nEmagia, HighRadius, Billtrust, BlackLine, Esker, Sidetrade."}, {"id": "mai-20260918-0023-calibration_b|c221-m6|moonshot-small|Quadient Accounts Receivable", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Quadient Accounts Receivable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be most cautious with **Quadient** (due to payment/support complaints)"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|moonshot-small|Sage Intacct (AR modules)", "prompt": "c221-m6", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sage Intacct (AR modules)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "be cautious about relying on a general-ledger-first platform to do specialized AR work"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|xai-small|HighRadius", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "most popular ones like HighRadius, Billtrust, Gaviti, and Bluecopa score 4.3–4.8/5 on G2 and Capterra, with no major data breaches reported"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|xai-small|Billtrust", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "most popular ones like HighRadius, Billtrust, Gaviti, and Bluecopa score 4.3–4.8/5 on G2 and Capterra"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|xai-small|Gaviti", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "most popular ones like HighRadius, Billtrust, Gaviti, and Bluecopa score 4.3–4.8/5"}, {"id": "mai-20260918-0023-calibration_b|c221-m6|xai-small|Bluecopa", "prompt": "c221-m6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Bluecopa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Tools like those listed above are safer bets if they fit."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|alibaba-small|BILL", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for General SMBs: **BILL** ... BILL is the top choice."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|alibaba-small|Alguna", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Alguna", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for SaaS & Recurring Revenue B2B: **Alguna**"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|alibaba-small|Zoho Books", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Budget & Simplicity: **Zoho Books** or **FreshBooks**"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|alibaba-small|FreshBooks", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Budget & Simplicity: **Zoho Books** or **FreshBooks**"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|alibaba-small|Upflow", "prompt": "c221-s1", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Agencies & Services (Deposits): **Upflow**"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|anthropic-small|Upflow", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall for Collections-Focused AR:** Upflow is a strong option for B2B businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|anthropic-small|BILL", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "BILL is best for small and mid-sized businesses that want simple AP and AR in one place."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|anthropic-small|Zoho Books", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zoho Books provides accounting and A/R capabilities in a unified platform suited for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|anthropic-small|Invoiced", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Invoiced automates the billing and collections cycle for mid-market B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|anthropic-small|Versapay", "prompt": "c221-s1", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Versapay is best for teams that want collaborative, customer-facing AR portals."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|challenger-small|BILL", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default pick is **BILL** if you want simple invoicing, payment collection, and accounting integrations with a quick setup"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|challenger-small|Credit-IQ", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Credit-IQ** is also a strong fit for small to mid-sized B2B teams"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|challenger-small|Upflow", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if your B2B company has more complex collections needs"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|challenger-small|Chaser", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong if you want collections automation with published pricing"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|challenger-small|Zoho Books", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Lighter SMB options if you mainly need basic invoicing and reminders"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|challenger-small|FreshBooks", "prompt": "c221-s1", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Lighter SMB options if you mainly need basic invoicing and reminders"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|deepseek-small|BILL", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **BILL** is the strongest all-around choice"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|deepseek-small|Invoiced", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have recurring/complex billing, go with **Invoiced**"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|deepseek-small|Upflow", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "look at **Upflow**'s free tier"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|deepseek-small|Chaser", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if your bottleneck is chasing late payments"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|deepseek-small|QuickBooks Online", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "QuickBooks Online or FreshBooks provide solid basic AR automation and are the most practical, budget-friendly starting point"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|deepseek-small|FreshBooks", "prompt": "c221-s1", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "QuickBooks Online or FreshBooks provide solid basic AR automation"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|google-small|Chaser", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chaser — *Best Overall for SMBs (Friendly & Personalized)*"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|google-small|Paidnice", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Enforcing Payment Terms (Late Fees & Interest)"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|google-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best All-in-One AP and AR"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|google-small|Resolve", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Resolve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for B2B Companies Offering Net Terms"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|google-small|Upflow", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Fast-Growing Companies (Advanced Analytics)"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|google-small|Invoiced", "prompt": "c221-s1", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Upflow** or **Invoiced** are better equipped to handle those ERPs"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|meta-small|Credit-IQ", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts receivable automation software for a small B2B company is Credit-IQ"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|meta-small|BILL", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include BILL, Younium, and Zenskar"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|meta-small|Younium", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options include BILL, Younium, and Zenskar"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|meta-small|Zenskar", "prompt": "c221-s1", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include BILL, Younium, and Zenskar"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|minimax-small|Credit-IQ", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Specifically mentioned as ideal for small and mid-sized B2B teams. It offers fast setup, automated reminders, accounting integrations"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|minimax-small|Highradius", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Highradius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Popular for SMBs looking for basic invoicing and payment links without needing dedicated AR personnel."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|minimax-small|Zenskar", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Zenskar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B companies with complex billing models that need AI-powered AR automation"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|minimax-small|BILL", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recommended for SMBs with straightforward invoicing and payment collection needs."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|minimax-small|Younium", "prompt": "c221-s1", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Younium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Suitable for specific use cases with pricing models and revenue recognition features."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|mistral-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want an all-in-one, easy-to-use tool, choose **BILL**."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|mistral-small|QuickBooks Online", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're already using QuickBooks, **QuickBooks Online** is the best fit."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|mistral-small|FreshBooks", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it's less comprehensive than QuickBooks for AR automation"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|mistral-small|Invoiced", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small teams focused on core AR functionalities"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|mistral-small|Credit-IQ", "prompt": "c221-s1", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If collections and reminders are your main pain point, **Credit-IQ** is a strong choice."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Bill.com", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Bill.com", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My recommendation:** If you're already on QuickBooks or Xero and want something easy to deploy, start with **Bill.com** or **Chaser**"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Invoiced", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Invoiced** and **Chaser** are built specifically for AR automation"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Chaser", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "start with **Bill.com** or **Chaser** for the best balance of usability, integration, and small-team pricing"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Paidnice", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "market themselves specifically as AR automation layers for Xero and QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Bill360", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Bill360", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Paidnice** and **Bill360** market themselves specifically as AR automation layers"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Upflow", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Upflow** and **Gaviti** also appear on most shortlists for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Gaviti", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Upflow** and **Gaviti** also appear on most shortlists"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|moonshot-small|Quadient AR", "prompt": "c221-s1", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Quadient AR", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "better for slightly larger small businesses/lower mid-market"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|openai-small|BILL AR", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for many small B2B teams: BILL AR"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|openai-small|Plooto", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a simpler, lower-friction small-business option: Plooto"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|openai-small|QuickBooks Online", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use QuickBooks only if your AR process is pretty basic."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|openai-small|Xero", "prompt": "c221-s1", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "connects with common small-business accounting tools like QuickBooks and Xero"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|xai-small|BILL (formerly Bill.com)", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Often the best all-around for small B2B teams**"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|xai-small|Chaser", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for automated collections/chasing overdue invoices"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|xai-small|Invoiced", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for customizable mid-tier AR"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|xai-small|QuickBooks Online", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "QuickBooks Online (built-in AR basics, ~$30/mo, great starter)"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|xai-small|FreshBooks", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "FreshBooks (freelance-friendly invoicing)"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|xai-small|Gaviti", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Gaviti (if higher volume)"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|xai-small|HighRadius", "prompt": "c221-s1", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like HighRadius."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|zai-small|Invoiced", "prompt": "c221-s1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Invoiced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: **Invoiced** ... widely regarded as the highest-rated AR software on the market"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|zai-small|Chaser", "prompt": "c221-s1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Collections: **Chaser** ... It is the industry leader for collections automation."}, {"id": "mai-20260918-0023-calibration_b|c221-s1|zai-small|Credit-IQ", "prompt": "c221-s1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Value for Small B2B: **Credit-IQ** ... significantly more affordable than Invoiced or Chaser"}, {"id": "mai-20260918-0023-calibration_b|c221-s1|zai-small|Upflow", "prompt": "c221-s1", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "direct", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Cash Flow Visibility: **Upflow** ... newer, very modern platform"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|alibaba-small|Versapay", "prompt": "c221-s2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Around Choice: Versapay ... widely considered the top contender for B2B credit and collections automation."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|alibaba-small|Resolve Pay", "prompt": "c221-s2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Resolve Pay if you want to get paid instantly and pay a fee to avoid the hassle of collections entirely."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|alibaba-small|Gaviti", "prompt": "c221-s2", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Gaviti if you need a simple, low-cost tool that just sends reminders and accepts payments online."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|anthropic-small|QuickBooks Online", "prompt": "c221-s2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "QuickBooks Online", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B businesses, **QuickBooks Online** or **FreshBooks** offer the best balance of features, ease of use, and reasonable pricing."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|anthropic-small|FreshBooks", "prompt": "c221-s2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B businesses, **QuickBooks Online** or **FreshBooks** offer the best balance of features, ease of use, and reasonable pricing."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|anthropic-small|Stripe Billing", "prompt": "c221-s2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Stripe Billing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have high transaction volume, **Stripe Billing** might be more cost-effective."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|anthropic-small|HubSpot", "prompt": "c221-s2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HubSpot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you need a more comprehensive CRM with collections features, HubSpot's free or paid tiers include invoice management and payment tracking"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|anthropic-small|Wave", "prompt": "c221-s2", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Wave", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "A free or low-cost option that includes invoicing, payment tracking, and basic collections features."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|challenger-small|Upflow", "prompt": "c221-s2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Upflow** as the first tool to evaluate"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|challenger-small|Chaser", "prompt": "c221-s2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your collections are mostly email-based and you use **Xero** or **QuickBooks**"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|challenger-small|Gaviti", "prompt": "c221-s2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you need more structured handling of invoice disputes and escalation workflows"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|challenger-small|Credit-IQ", "prompt": "c221-s2", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Credit-IQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "worth comparing if you want fast setup and a direct path from overdue invoice to professional collections"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|deepseek-small|Chaser", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Chaser — my overall recommendation ... This is the strongest fit for small-to-mid B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|deepseek-small|BILL", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want a simpler, all-in-one option ... It's easy but has less collections depth."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|deepseek-small|Credit-IQ", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you want low cost + built-in escalation ... great value alternatives"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|deepseek-small|Paidnice", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best value for Xero/QuickBooks users focused purely on collections"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|deepseek-small|Upflow", "prompt": "c221-s2", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Above that, Upflow (mid-market, analytics-focused) becomes relevant."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|google-small|CatalogIt", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "CatalogIt", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you meant physical inventory collections—like art or equipment—tools like **CatalogIt** or **PastPerfect** are the industry standards"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|google-small|PastPerfect", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "PastPerfect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "tools like **CatalogIt** or **PastPerfect** are the industry standards"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|google-small|Paidnice", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Paidnice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**If you are on a tight budget** and use QuickBooks/Xero: Go with **Paidnice**. It is the most cost-effective way to automate late fees and reminders."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|google-small|Chaser", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chaser is one of the most established names in AR automation."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|google-small|Resolve Pay", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you sell physical products/wholesale** and need cash immediately to buy inventory: Choose **Resolve Pay**."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|google-small|Upflow", "prompt": "c221-s2", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Starts at around **$440/month** (best for well-funded startups or businesses processing higher invoice volumes)"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|meta-small|Chaser", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of potential tools, including Chaser, Gaviti, Collect!, and Esker, among others"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|meta-small|Gaviti", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a list of potential tools, including Chaser, Gaviti, Collect!, and Esker, among others"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|meta-small|Collect!", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Collect!", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a list of potential tools, including Chaser, Gaviti, Collect!, and Esker, among others"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|meta-small|Esker", "prompt": "c221-s2", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Esker", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a list of potential tools, including Chaser, Gaviti, Collect!, and Esker, among others"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|minimax-small|Gaviti", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Gaviti** as the top collections management tool for a small B2B business."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|minimax-small|Upflow", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for modern B2B teams wanting a collaborative approach"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|minimax-small|Resolve Pay", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Resolve Pay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unique option that combines non-recourse financing ... with full AR automation"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|minimax-small|Quadient AR (formerly YayPay)", "prompt": "c221-s2", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Quadient AR (formerly YayPay)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Solid option if you have a dedicated AR team"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|mistral-small|Gaviti", "prompt": "c221-s2", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Gaviti", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Gaviti** as a collections management tool"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|moonshot-small|Chaser", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Chaser** or **BILL**"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|moonshot-small|Upflow", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Upflow** (Best for Modern B2B Teams)"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|moonshot-small|BILL", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Chaser** or **BILL**"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|moonshot-small|Debtor Daddy", "prompt": "c221-s2", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Debtor Daddy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### 4. **Debtor Daddy** (Best for Simplicity)"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|openai-small|Upflow", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a **small B2B business**, start with **Upflow** unless you already know you need heavier enterprise features."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|openai-small|Billtrust", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need a more robust, enterprise-leaning AR and collections platform"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|openai-small|Chaser", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good for proactive invoice chasing and simpler teams"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|openai-small|Versapay", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong AR collaboration and payment portal features"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|openai-small|Tesorio", "prompt": "c221-s2", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tesorio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good analytics and cash-flow focus"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|xai-small|Chaser", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend Chaser as a top collections management tool."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|xai-small|Versapay", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "(e.g., over Versapay or HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|xai-small|HighRadius", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(e.g., over Versapay or HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|xai-small|BILL", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "### Strong alternative: BILL"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|xai-small|QuickBooks", "prompt": "c221-s2", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Both outperform general accounting tools (like QuickBooks alone) for dedicated collections."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|zai-small|Upflow", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Upflow** ... the best fit for most small B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|zai-small|Invoiced", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: **Invoiced** ... Invoiced is an excellent choice."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|zai-small|Tratta", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Tratta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "What to avoid (for your use case): **Consumer debt collection tools** (e.g., Tratta...)"}, {"id": "mai-20260918-0023-calibration_b|c221-s2|zai-small|Billtrust", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Overly enterprise-focused platforms (e.g., Billtrust, HighRadius) – ... more complexity than most small businesses need."}, {"id": "mai-20260918-0023-calibration_b|c221-s2|zai-small|HighRadius", "prompt": "c221-s2", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "paraphrase", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Overly enterprise-focused platforms (e.g., Billtrust, HighRadius)"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|alibaba-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your small team handles both paying bills and getting paid, BILL is the standard recommendation."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|alibaba-small|Upflow", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow is designed specifically for growing SMBs that struggle with late payments"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|alibaba-small|Plooto", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Plooto if your main bottleneck is internal chaos"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|alibaba-small|Lunos", "prompt": "c221-s3", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Lunos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lunos uses AI to mimic a professional accounts receivable manager."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|anthropic-small|BILL (Bill.com)", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams without complex billing requirements, BILL offers the best balance of simplicity, cost, and functionality."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|anthropic-small|Upflow", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow's pricing begins with a free AR software for teams trying out AR automations for the first time"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|anthropic-small|Plooto", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Plooto is a combined automated AR and AP tool that's ideal for small and mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|anthropic-small|Tabs", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tabs", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Contract-focused platforms like Tabs are designed for companies with complex billing scenarios"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|anthropic-small|Versapay", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Versapay fits companies where dispute resolution and collaborative relationships drive AR performance"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|anthropic-small|Stuut", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Stuut's approach offers greater scalability for automated management of long-tail accounts"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|anthropic-small|Centime", "prompt": "c221-s3", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Centime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Platforms like Centime suit cases under roughly 200 invoices a month"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|challenger-small|BILL", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **BILL** if you want the broadest, easiest starter option."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|challenger-small|Upflow", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Upflow** if collections and faster cash collection are the priority."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|challenger-small|Chaser", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Chaser** if your biggest problem is follow-up consistency."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|challenger-small|Invoiced", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Invoiced** if you want a middle ground between manual work and enterprise complexity."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|challenger-small|Monk", "prompt": "c221-s3", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Monk** if your team deals with many customer portals and wants the most automation."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL (formerly Bill.com) — *best all-around for SMB*"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|QuickBooks Online", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you already use QuickBooks / favorite of CPA firms"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|Zoho Books", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best budget/free-tier option, most automation"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|FreshBooks", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best for freelancers & service businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|Chaser", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "best dedicated collections tool"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|Upflow", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "collections workflow add-ons"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|Gaviti", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "collections workflow add-ons"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|deepseek-small|Tesorio", "prompt": "c221-s3", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Tesorio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "ranked as a solid SMB pick for aging reporting, reconciliation... (mid-market leaning)"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|google-small|Chaser", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best tool for highly personalized, human-like automated collections and built-in debt recovery."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|google-small|Upflow", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for fast-growing B2B, tech, and SaaS startups requiring clean analytics and modern payment portals."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|google-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for teams wanting to manage both Accounts Payable (AP) and Accounts Receivable (AR) in one place."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|google-small|Kolleno", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Kolleno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for teams wanting an advanced, AI-powered \"AR Copilot\"."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|google-small|Gaviti", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for teams with at least one dedicated AR specialist who needs workflow structure."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|google-small|Plooto", "prompt": "c221-s3", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for North American SMBs and accounting teams looking for simple, secure payment clearing."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|meta-small|BILL", "prompt": "c221-s3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "BILL - Best for smaller teams with simpler needs, it automates basic invoice and payment collection with accounting sync."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|meta-small|Upflow", "prompt": "c221-s3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Upflow - Best for small business simplicity, it offers a user-friendly interface, rapid implementation, and cost-effective solution."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|meta-small|Bill.com", "prompt": "c221-s3", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bill.com is a good option for small teams that want to manage both payables and receivables in one tool."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|minimax-small|Monk", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Monk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Quickest setup:** Monk (under 1 week)"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|minimax-small|Chaser", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Xero ecosystem:** Chaser"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|minimax-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Simplest all-in-one:** BILL"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|minimax-small|Stuut", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Stuut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More enterprise-focused; less suitable for very small teams"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|minimax-small|Upflow", "prompt": "c221-s3", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Teams needing focused collections workflow"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|mistral-small|BILL (formerly Bill.com)", "prompt": "c221-s3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want AP+AR in one tool: **BILL**"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|mistral-small|Upflow", "prompt": "c221-s3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you prioritize customer experience and real-time data: **Upflow**"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|mistral-small|Invoiced", "prompt": "c221-s3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need basic, easy-to-use AR: **Invoiced**"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|mistral-small|Growfin", "prompt": "c221-s3", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Growfin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have complex ERP integrations: **Growfin**"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|moonshot-small|BILL", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small businesses wanting simple, low-lift automation with fast time-to-value"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|moonshot-small|Melio", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Primarily AP-focused; lighter on AR automation features compared to BILL"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|moonshot-small|Upflow", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "B2B teams optimizing cash flow | Unlimited seats, deep analytics | Longer setup, higher cost"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|moonshot-small|Chaser", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Teams wanting automated collections with late fee enforcement"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|moonshot-small|Zoho Books", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Teams already in those ecosystems wanting integrated AR"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|moonshot-small|QuickBooks Payments", "prompt": "c221-s3", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Already using QuickBooks/Zoho | QuickBooks Payments / Zoho Books"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|openai-small|BILL AP/AR", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best if you want a **broad SMB-friendly finance automation platform** that includes AR plus AP."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|openai-small|Invoiced", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best for teams that need **more serious AR automation and collections**"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|openai-small|HighRadius Accounts Receivable", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius Accounts Receivable", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically heavier-weight than small-team tools; strongest when you have higher volume"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|openai-small|PayPal Invoicing", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you need **simple, fast invoicing** with minimal setup... though fees can matter at scale"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|openai-small|ApprovalMax", "prompt": "c221-s3", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "ApprovalMax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "not a full receivables platform; useful if you mainly want cleaner approval control"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|xai-small|BILL", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with BILL for simplicity or Chaser/Paidnice if collections are your pain point."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|xai-small|Chaser", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Start with BILL for simplicity or Chaser/Paidnice if collections are your pain point."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|xai-small|Upflow", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "User-friendly with minimal setup; excels in visibility/forecasting over deep automation."}, {"id": "mai-20260918-0023-calibration_b|c221-s3|xai-small|Invoiced", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Invoiced", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "easy for starters but fewer advanced automations"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|xai-small|Paidnice", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most autonomous for chasing (applies late fees itself); value pick for pure collections"}, {"id": "mai-20260918-0023-calibration_b|c221-s3|xai-small|HighRadius", "prompt": "c221-s3", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "comparative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise tools like HighRadius for small teams (quote-only, complex)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|alibaba-small|Zoho Invoice", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Invoice", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your budget allows for $0 per month, Zoho Invoice is arguably the best dedicated AR tool available."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|alibaba-small|Wave", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best Hybrid (Free + Payment Processing): **Wave**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|alibaba-small|Xero", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Value (Low Monthly Cost): **Xero**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|alibaba-small|Stripe Invoicing", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Stripe Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for \"Pay-as-you-go\": **Stripe Invoicing**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|alibaba-small|QuickBooks", "prompt": "c221-s4", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Xero’s Starter plan is often slightly cheaper or comparable to QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|anthropic-small|Invoice Fly", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budget, **Invoice Fly** at $12.99/month offers the lowest entry price"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|anthropic-small|Chaser", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pricing starts at $40, making it one of the most affordable solutions"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|anthropic-small|Zoho Books", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** provides good value as a combined accounting and AR solution"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|anthropic-small|BILL", "prompt": "c221-s4", "model": "anthropic-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "BILL offers affordable AR automation starting at $49/user/month"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|challenger-small|Zoho Books", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall choice is usually **Zoho Books** if you want the lowest-cost all-in-one accounting plus receivables automation"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|challenger-small|BILL", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **BILL** if you already use QuickBooks/Xero and want stronger AR workflows with simple setup"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|challenger-small|FreshBooks", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Often positioned as simple and affordable for small teams."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|challenger-small|Nickel", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick Nickel or Melio** if you mainly need **inexpensive payment collection**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|challenger-small|Melio", "prompt": "c221-s4", "model": "challenger-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Listed with a **$0** starting price in one comparison."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|deepseek-small|Zoho Books (Free)", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books (Free)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick for Tight Budgets: **Zoho Books (Free)**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|deepseek-small|Wave", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another free contender: Wave ... it lacks some advanced AR tools and only offers email support."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|deepseek-small|Invoice Fly", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Low-Cost Paid Option: **Invoice Fly**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|deepseek-small|QuickBooks Online", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**QuickBooks Online** (~$19–38/month): Best if you already use QuickBooks"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|deepseek-small|FreshBooks", "prompt": "c221-s4", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Very user-friendly for freelancers and service-based businesses, though its cheapest plan caps the number of clients"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|Invoiced", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoiced", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "you want to avoid mid-market and enterprise AR automation tools (like *Invoiced, Tesorio,* or *HighRadius*)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|Tesorio", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Tesorio", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "you want to avoid mid-market and enterprise AR automation tools (like *Invoiced, Tesorio,* or *HighRadius*)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|HighRadius", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "you want to avoid mid-market and enterprise AR automation tools (like *Invoiced, Tesorio,* or *HighRadius*)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|Zoho Books", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Zoho Books (Best for micro-budgets):... completely **free**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|Xero", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Xero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Both platforms allow you to set up automatic recurring invoices, auto-emailing, and \"polite nudges\""}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|QuickBooks Online", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Both platforms allow you to set up automatic recurring invoices, auto-emailing, and \"polite nudges\""}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|Melio", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Melio (Best for Zero-Subscription Payment Collection)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|Plooto", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Plooto is a fantastic, highly affordable platform"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|google-small|Paidnice", "prompt": "c221-s4", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Paidnice is the absolute best dedicated AR automation tool on a budget"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|meta-small|Zoho Books", "prompt": "c221-s4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best accounts receivable automation software for a small company with a tight budget is Zoho Books, as it is considered the best value for budget-conscious small businesses."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|meta-small|BILL", "prompt": "c221-s4", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are BILL, which offers AP and AR in one login"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|minimax-small|Nickel", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Pick: **Nickel** (Best Overall for Budget)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|minimax-small|Zoho Books", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Budget-conscious small businesses | $0/month (free plan)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|minimax-small|PayPal Invoicing", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "PayPal Invoicing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Simple no-monthly-fee option | $0/month"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|minimax-small|Anchor", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Anchor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Accounting firms | $5 per payment"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|minimax-small|QuickBooks Online", "prompt": "c221-s4", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Those needing full accounting suite | $38/month"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|mistral-small|Zoho Books", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often recommended as the best value for budget-conscious small businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|mistral-small|FreshBooks", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books** and **FreshBooks** are the most cost-effective and user-friendly options"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|mistral-small|Bill.com", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill.com", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its simplicity and quick setup, Bill.com is suitable for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|mistral-small|Nickel", "prompt": "c221-s4", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A B2B payments tool designed for small businesses looking to streamline invoice collections without high processing fees"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|Zoho Books", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Tightest budget?** → **Zoho Books (Free)** or **Wave (Free)**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|Wave", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Tightest budget?** → **Zoho Books (Free)** or **Wave (Free)**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|Nickel", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Nickel", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Already using QuickBooks? → **Nickel (Free)** for fee-free ACH collection"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|ChaseBot", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "ChaseBot", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Using Xero? → **ChaseBot ($29/mo flat rate)** for automated SMS/email reminders"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|Invoice Fly", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need full AR automation (reminders, tracking, reporting)? → **Invoice Fly ($12.99/mo)**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|QuickBooks Online", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "$20–$38/mo | If you need full accounting + AR in one system"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|FreshBooks", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$21/mo | Freelancers & agencies, easy online payments"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|moonshot-small|Paidnice", "prompt": "c221-s4", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$69/mo | Best collections suite for QuickBooks/Xero users"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|openai-small|BILL AP/AR", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "BILL AP/AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best **accounts receivable automation** choice is usually **BILL AP/AR**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|openai-small|Quick Receivable", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Quick Receivable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Quick Receivable** is another low-cost option at **$100 per user per month**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|openai-small|Invoiced by Flywire", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoiced by Flywire", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but these are often better if you need more advanced collections and may be less budget-friendly"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|openai-small|Chaser", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "compare it against **Quick Receivable** and **Chaser**"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|openai-small|Bill360", "prompt": "c221-s4", "model": "openai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Bill360", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Bill360** is often positioned for small businesses, though I'd verify current pricing"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|xai-small|Wave", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Wave (Starter Plan - Completely Free)"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|xai-small|Zoho Books", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Wave or Zoho Books stand out as the top accounts receivable (AR) automation options"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|xai-small|QuickBooks Online", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "QuickBooks Online (implied from reviews) | ~$20-30/month | Invoicing automation, reminders"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|xai-small|Plooto", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Plooto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Plooto | $9/month | AR + AP payments | Need payables too"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|xai-small|Paidnice", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Paidnice", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Paidnice ($69+/month) ... exceed \"tight budget\" for starters"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|xai-small|Chaser", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Chaser", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more robust for collections ... but exceed \"tight budget\" for starters"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|xai-small|Merclex", "prompt": "c221-s4", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Merclex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Merclex (free tier but limited) ... exceed \"tight budget\" for starters"}, {"id": "mai-20260918-0023-calibration_b|c221-s4|zai-small|Wave", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Wave", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you want $0 upfront and can handle manual reminders:** start with **Wave**."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|zai-small|Zoho Books", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're under $50k in annual revenue and want a full AR suite:** go with **Zoho Books**."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|zai-small|Melio", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Melio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Melio** is a strong choice."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|zai-small|Invoice Fly", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "Invoice Fly", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Invoice Fly** is a good pick."}, {"id": "mai-20260918-0023-calibration_b|c221-s4|zai-small|FreshBooks", "prompt": "c221-s4", "model": "zai-small", "cat": "accounts-receivable-automation", "variant": "budget", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**FreshBooks** is ideal."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|alibaba-small|SAP", "prompt": "c221-s5", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You don’t need the enterprise-level complexity of SAP or Oracle"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|alibaba-small|Oracle", "prompt": "c221-s5", "model": "alibaba-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "You don’t need the enterprise-level complexity of SAP or Oracle"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|deepseek-small|HighRadius", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "watch out for enterprise tools (HighRadius, etc.) that are \"more comprehensive than required\"... you'll pay for complexity you don't need."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|deepseek-small|Upflow", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Upflow** — often cited as best for small business simplicity, rapid implementation"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|deepseek-small|Quadient AR", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Quadient AR** — targets lower mid-market/SMB"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|deepseek-small|BILL AP/AR", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BILL AP/AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**BILL AP/AR** — if you also want AP automation, good SMB fit"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|deepseek-small|Billtrust", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "The enterprise tools (HighRadius, Billtrust, Tesorio) are generally better suited to mid-market/enterprise... probably more than you need at 30 people."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|deepseek-small|Tesorio", "prompt": "c221-s5", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tesorio", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "The enterprise tools (HighRadius, Billtrust, Tesorio) are generally better suited to mid-market/enterprise"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|HighRadius", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid heavyweight enterprise platforms (like HighRadius or Billtrust)."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|Billtrust", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid heavyweight enterprise platforms (like HighRadius or Billtrust)."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|Upflow", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Upflow or Chaser:** Highly rated, dedicated AR automation platforms that sit on top of your existing accounting software"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|Chaser", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Upflow or Chaser:** Highly rated, dedicated AR automation platforms that sit on top of your existing accounting software"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|BILL (formerly Bill.com)", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Excellent if you want a platform that can handle both Accounts Payable ... and Accounts Receivable ... in one interface."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|Plooto", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Plooto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**BILL (formerly Bill.com) or Plooto:** Excellent if you want a platform that can handle both Accounts Payable ... and Accounts Receivable"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|Gaviti", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Gaviti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Good if you are growing rapidly, have slightly more complex collections processes, and need deeper analytics"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|google-small|Quadient AR", "prompt": "c221-s5", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Gaviti or Quadient AR:** Good if you are growing rapidly ... need deeper analytics on payer behavior."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|minimax-small|Credit-IQ", "prompt": "c221-s5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Credit-IQ** (simple AR automation)"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|minimax-small|Quadient AR", "prompt": "c221-s5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Quadient AR** (SMB-focused)"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|minimax-small|Daylit", "prompt": "c221-s5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Daylit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Daylit** (mid-market)"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|minimax-small|HighRadius", "prompt": "c221-s5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "enterprise tools like **HighRadius** or **Esker** might be overkill"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|minimax-small|Esker", "prompt": "c221-s5", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "enterprise tools like **HighRadius** or **Esker** might be overkill"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|mistral-small|Bill.com", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Bill.com", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 vendors based on your needs (e.g., Bill.com, Melio, Tipalti, FreshBooks, Zoho Invoice)."}, {"id": "mai-20260918-0023-calibration_b|c221-s5|mistral-small|Melio", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Melio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Bill.com, Melio, Tipalti, FreshBooks, Zoho Invoice"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|mistral-small|Tipalti", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Tipalti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Bill.com, Melio, Tipalti, FreshBooks, Zoho Invoice"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|mistral-small|FreshBooks", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Bill.com, Melio, Tipalti, FreshBooks, Zoho Invoice"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|mistral-small|Zoho Invoice", "prompt": "c221-s5", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Zoho Invoice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Bill.com, Melio, Tipalti, FreshBooks, Zoho Invoice"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|Chaser", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Chaser** | ~$50/mo | Multi-channel reminders (email, SMS, calls) | You need aggressive but professional collections"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|BILL", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**BILL** | ~$49/user/mo | AP/AR combined; fast setup"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|Invoiced", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Invoiced", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Invoiced** | ~$100/mo | Billing + AR portal"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|Upflow", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Upflow", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Upflow** | ~$500/mo | SaaS/subscription focus"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|Quadient", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Mid-market platforms** (Upflow, Quadient, Versapay): 2–6 weeks"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|Versapay", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mid-market platforms** (Upflow, Quadient, Versapay): 2–6 weeks"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|HighRadius", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Enterprise suites** (HighRadius, SAP modules): 3–6 months — likely too heavy for you"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|SAP modules", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "SAP modules", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "**Enterprise suites** (HighRadius, SAP modules): 3–6 months — likely too heavy for you"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|moonshot-small|Yonovo", "prompt": "c221-s5", "model": "moonshot-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Yonovo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Yonovo** | Custom | Very fast setup (1 day) | You need to go live immediately"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|xai-small|BILL", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "look for SMB-friendly tools like BILL, Chaser, or Quadient AR"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|xai-small|Chaser", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "look for SMB-friendly tools like BILL, Chaser, or Quadient AR"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|xai-small|Quadient AR", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Quadient AR", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "look for SMB-friendly tools like BILL, Chaser, or Quadient AR"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|xai-small|Versapay", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "Versapay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Versapay (collaborative invoicing)"}, {"id": "mai-20260918-0023-calibration_b|c221-s5|xai-small|HighRadius", "prompt": "c221-s5", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "scale", "raw": "HighRadius", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "HighRadius (if growing fast)"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|deepseek-small|QuickBooks Payments", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks Payments", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This is perhaps the most frequently flagged for smaller businesses due to: Fund holds ... High processing fees"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|deepseek-small|Monk", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Monk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Vendors like Monk explicitly warn small businesses away from this model."}, {"id": "mai-20260918-0023-calibration_b|c221-s6|deepseek-small|PayPal Invoicing", "prompt": "c221-s6", "model": "deepseek-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "PayPal Invoicing", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "transaction fees are burdensome for small businesses and freelancers, and custom branding is limited. Fine for casual invoicing, but costly at scale."}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|HighRadius", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Examples of tools to approach with caution: HighRadius, Billtrust, Esker, Versapay"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|Billtrust", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Examples of tools to approach with caution: HighRadius, Billtrust, Esker, Versapay"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|Esker", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Examples of tools to approach with caution: HighRadius, Billtrust, Esker, Versapay"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|Versapay", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Examples of tools to approach with caution: HighRadius, Billtrust, Esker, Versapay"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|Chaser", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Prioritize platforms (like *Chaser* or *AR Collect*) that utilize \"magic links\" or \"one-click pay\" buttons"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|AR Collect", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "AR Collect", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prioritize platforms (like *Chaser* or *AR Collect*) that utilize \"magic links\""}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|BILL", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Consolidate onto a unified SMB tool (such as *BILL*, *Plooto*, or *Zoho Books*) that handles the cycle from invoicing to reminder"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|Plooto", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Consolidate onto a unified SMB tool (such as *BILL*, *Plooto*, or *Zoho Books*)"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|google-small|Zoho Books", "prompt": "c221-s6", "model": "google-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Consolidate onto a unified SMB tool (such as *BILL*, *Plooto*, or *Zoho Books*)"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|meta-small|BILL", "prompt": "c221-s6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the best AR automation tools for small businesses include BILL, Zoho Books, and FreshBooks"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|meta-small|Zoho Books", "prompt": "c221-s6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the best AR automation tools for small businesses include BILL, Zoho Books, and FreshBooks"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|meta-small|FreshBooks", "prompt": "c221-s6", "model": "meta-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the best AR automation tools for small businesses include BILL, Zoho Books, and FreshBooks"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|minimax-small|Plooto", "prompt": "c221-s6", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Plooto", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with simple tools** like Plooto, Monk, or basic QuickBooks integrations"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|minimax-small|Monk", "prompt": "c221-s6", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Monk", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with simple tools** like Plooto, Monk, or basic QuickBooks integrations"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|minimax-small|QuickBooks", "prompt": "c221-s6", "model": "minimax-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or basic QuickBooks integrations"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|Quadient AR (YayPay)", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Quadient AR (YayPay)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like Quadient AR (YayPay) and Versapay are designed for mid-market or larger businesses (50+ employees) and may be too costly"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|Versapay", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Versapay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like Quadient AR (YayPay) and Versapay are designed for mid-market or larger businesses (50+ employees) and may be too costly"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|BILL", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "simpler, more affordable options like BILL, Zoho Books, FreshBooks, Paidnice, Credit-IQ, Chaser, GoCardless, and FinTask are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|Zoho Books", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "simpler, more affordable options like BILL, Zoho Books, FreshBooks... are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|FreshBooks", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "simpler, more affordable options like BILL, Zoho Books, FreshBooks, Paidnice... are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|Paidnice", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Paidnice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "options like BILL, Zoho Books, FreshBooks, Paidnice, Credit-IQ, Chaser, GoCardless, and FinTask are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|Credit-IQ", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Credit-IQ", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Paidnice, Credit-IQ, Chaser, GoCardless, and FinTask are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|Chaser", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Credit-IQ, Chaser, GoCardless, and FinTask are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|GoCardless", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "GoCardless", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Chaser, GoCardless, and FinTask are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|mistral-small|FinTask", "prompt": "c221-s6", "model": "mistral-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "FinTask", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "GoCardless, and FinTask are often better fits"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|BILL (formerly Bill.com)", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BILL (formerly Bill.com)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Often criticized for poor customer support ... making it unreliable for simple AR needs."}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|QuickBooks Online (AR features)", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "QuickBooks Online (AR features)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "complaints include payment processing holds ... Not a full AR automation powerhouse"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|HighRadius", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "HighRadius", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Solutions (e.g., HighRadius, Billtrust, BlackLine, Esker, Sidetrade)**: Designed for large firms"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|Billtrust", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Billtrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Types of Tools or Practices to Avoid/Approach with Caution ... Billtrust ... Overkill features"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|BlackLine", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "BlackLine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise-Grade Solutions (e.g., HighRadius, Billtrust, BlackLine, Esker, Sidetrade)"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|Esker", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Esker", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Enterprise-Grade Solutions (e.g., HighRadius, Billtrust, BlackLine, Esker, Sidetrade)"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|Sidetrade", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Sidetrade", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Enterprise-Grade Solutions (e.g., HighRadius, Billtrust, BlackLine, Esker, Sidetrade)"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|Chaser", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Chaser", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Opt for SMB-tailored tools like Chaser, Receeve, or Zap-based setups"}, {"id": "mai-20260918-0023-calibration_b|c221-s6|xai-small|Receeve", "prompt": "c221-s6", "model": "xai-small", "cat": "accounts-receivable-automation", "variant": "negative", "raw": "Receeve", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Opt for SMB-tailored tools like Chaser, Receeve, or Zap-based setups"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|JPMorgan Chase / Chase Business Complete Banking", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase / Chase Business Complete Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often considered the gold standard for large corporate banking due to its vast infrastructure"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|HSBC Business Banking", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for B2B companies with heavy cross-border trade."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|Bank of America", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for companies that want their business banking integrated with their personal banking services"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|Mercury", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "highly popular with venture-backed startups and SaaS companies"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|Brex / Ramp", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Brex / Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these have evolved into full business accounts. They excel at spending control"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|Stripe Treasury / Stripe Issuing", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Stripe Treasury / Stripe Issuing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stripe’s treasury service allows you to create a virtual banking infrastructure within your code"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|Wise Business (formerly TransferWise)", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The leader for transparent FX rates."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|alibaba-small|Airwallex", "prompt": "c228-l1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "A strong competitor to Wise but geared more toward larger scale."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|anthropic-small|Chase", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Major banks (Chase, Bank of America, Wells Fargo) offer enterprise banking divisions"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|anthropic-small|Bank of America", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Major banks (Chase, Bank of America, Wells Fargo) offer enterprise banking divisions"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|anthropic-small|Wells Fargo", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Major banks (Chase, Bank of America, Wells Fargo) offer enterprise banking divisions"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|anthropic-small|Brex", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Specialized business banks (Brex, Mercury, Lemonade)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|anthropic-small|Mercury", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Specialized business banks (Brex, Mercury, Lemonade)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|anthropic-small|Lemonade", "prompt": "c228-l1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Lemonade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Specialized business banks (Brex, Mercury, Lemonade)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|challenger-small|Rho", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** is the best overall fit for most enterprise-style B2B operators that want a modern all-in-one financial stack"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|challenger-small|Brex", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is a strong alternative for companies that want enterprise-style controls and high FDIC coverage"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|challenger-small|Chase", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Chase Business** if your company handles **cash deposits**"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|challenger-small|Bluevine", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bluevine** if your priority is **interest on checking**"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|challenger-small|Relay", "prompt": "c228-l1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Relay** if you need **multi-entity budgeting and account structure**"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|deepseek-small|Mercury", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Growth-stage B2B / SaaS enterprise:** **Mercury** (or **Brex** for spend management)."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|deepseek-small|Brex", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** — Best for spend management + corporate credit"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|deepseek-small|J.P. Morgan Chase", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**J.P. Morgan Chase** — Gold standard for enterprise B2B."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|deepseek-small|Bank of America", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**J.P. Morgan Chase** or **Bank of America** commercial banking."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|deepseek-small|Specie", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Specie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Specie** — Trade-focused, no minimum balance, competitive FX... good for importers/exporters and B2B trade."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|deepseek-small|Société Générale Wholesale", "prompt": "c228-l1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Société Générale Wholesale", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Consider banks offering **invoice factoring and receivables finance** (e.g., Société Générale Wholesale, BofA)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|google-small|Rho", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Rho if you use Oracle NetSuite, have multiple departments making corporate purchases, and want a unified, fee-free platform for automated banking and AP."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|google-small|Mercury", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercury is the default choice for venture-backed B2B companies."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|google-small|Brex", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the *Brex Business Account* is a full-featured treasury and cash management hub"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|google-small|Airwallex", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Airwallex if your B2B sales are global"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|google-small|J.P. Morgan Chase (Chase Commercial Banking)", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan Chase (Chase Commercial Banking)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "J.P. Morgan Chase is the gold standard"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|google-small|Wells Fargo", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Wells Fargo Commercial: Offers superior cash flow optimization dashboards"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|google-small|PNC Bank (PNC Treasury Enterprise)", "prompt": "c228-l1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Bank (PNC Treasury Enterprise)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Mid-sized traditional B2B companies handling large cash flows."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|meta-small|First Internet Bank Business Money Market Savings", "prompt": "c228-l1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "First Internet Bank Business Money Market Savings", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. First Internet Bank Business Money Market Savings - This account offers a high annual percentage yield of 2.94% or 3.64%"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|meta-small|Rho", "prompt": "c228-l1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. Rho - This online business bank account is FDIC-insured, has no monthly fee, and offers built-in software for cards and payments."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|minimax-small|Brex Business Banking", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Brex Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Brex** or **Rho** if you want modern fintech features with competitive pricing"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|minimax-small|Rho Business Banking", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Rho Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Brex** or **Rho** if you want modern fintech features with competitive pricing"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|minimax-small|Airwallex", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Multi-currency needs"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|minimax-small|Wise Business", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: High-volume cross-border B2B invoicing"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|minimax-small|Chase Business Banking", "prompt": "c228-l1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Chase** if you prefer traditional banking with physical branches"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|mistral-small|Revolut Business", "prompt": "c228-l1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Revolut Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Revolut Business** or **Wise Business** are the best choices for their digital-first, multi-currency capabilities"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|mistral-small|Wise Business (formerly TransferWise)", "prompt": "c228-l1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business (formerly TransferWise)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Revolut Business** or **Wise Business** are the best choices for their digital-first, multi-currency capabilities"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|mistral-small|PNC Treasury Enterprise Plan", "prompt": "c228-l1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For larger, more complex needs, **PNC Treasury Enterprise Plan** is a top contender."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|mistral-small|Axos Bank Business Interest Checking", "prompt": "c228-l1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Business Interest Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "It's a solid choice for B2B companies looking for simplicity and value."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|moonshot-small|JPMorgan Chase", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Best for Traditional Enterprise Banking: JPMorgan Chase ... Backup/secondary account: First Citizens or JPMorgan Chase"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|moonshot-small|Mercury", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Primary operating account: Mercury or Brex (modern features, great UX, strong APIs)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|moonshot-small|Brex", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Primary operating account: Mercury or Brex (modern features, great UX, strong APIs)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|moonshot-small|Rho", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Treasury management: Rho or Wells Fargo (sophisticated cash management tools)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|moonshot-small|First Citizens (formerly SVB)", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "First Citizens (formerly SVB)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Backup/secondary account: First Citizens or JPMorgan Chase (relationship banking, credit facilities)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|moonshot-small|HSBC", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "International operations | JPMorgan Chase or HSBC"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|moonshot-small|Wells Fargo", "prompt": "c228-l1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Treasury management: Rho or Wells Fargo (sophisticated cash management tools)"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|openai-small|J.P. Morgan Commercial / Corporate Treasury", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan Commercial / Corporate Treasury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for large enterprise treasury needs: J.P. Morgan Commercial / Corporate Treasury"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|openai-small|U.S. Bank Corporate & Commercial Banking", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "U.S. Bank Corporate & Commercial Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for a large U.S.-based enterprise needing broad commercial banking coverage: U.S. Bank Corporate & Commercial Banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|openai-small|Bank of America Business Advantage / cash management", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America Business Advantage / cash management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want strong cash-management tooling and integrated online banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|openai-small|PNC Treasury Enterprise Plan", "prompt": "c228-l1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "mention accounts like PNC Treasury Enterprise Plan ... but those lists are aimed more at smaller businesses than at full enterprise banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|xai-small|JPMorgan Chase (Chase Enterprise Plans)", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase (Chase Enterprise Plans)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**JPMorgan Chase (Chase Enterprise Plans)** | Large enterprises, treasury | Global payments, lending, capital markets, dedicated managers"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|xai-small|Bank of America (Business Advantage)", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America (Business Advantage)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Comprehensive B2B services | ERM platform, cash mgmt., 24/7 support; great for multinationals. | Complex pricing."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|xai-small|Mercury", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tech/SaaS enterprises | Digital banking, Treasury (yield), APIs, team cards; up to $5M FDIC."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|xai-small|Brex", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Spend management + banking | Corporate cards (high limits), Treasury, global payments, NetSuite integration"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|xai-small|Silicon Valley Bank (SVB)", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Silicon Valley Bank (SVB)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Higher risk perception; niche."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|xai-small|PNC Treasury Enterprise", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-to-large B2B | Treasury tools, analytics; good for cash concentration. | Regional focus."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|xai-small|Citi", "prompt": "c228-l1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Citi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "High international? Go JPM/Citi."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|Wells Fargo", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Traditional banks like **Wells Fargo, HSBC, and JPMorgan Chase** excel in enterprise treasury and integration"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|HSBC (Commercial & Corporate Banking)", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC (Commercial & Corporate Banking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Global reach?** → HSBC, Airwallex, or a global bank."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|Bank of America / JPMorgan Chase (Business & Corporate Banking)", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America / JPMorgan Chase (Business & Corporate Banking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Deep API/legacy integration?** → Wells Fargo, JPMorgan Chase."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|Brex", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Integrated spend & treasury?** → Brex, Airwallex."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|Airwallex", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Companies with a global footprint and frequent cross‑border B2B payments."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|Mercury", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "modern fintechs like **Brex, Airwallex, and Mercury** offer a unified, all‑in‑one experience"}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|First Internet Bank", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "First Internet Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Cash‑yield focus?** → First Internet Bank or similar high‑yield accounts."}, {"id": "mai-20260918-0023-calibration_b|c228-l1|zai-small|Chase Business Complete Banking", "prompt": "c228-l1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Best for:** B2B companies that want in‑person service and integrated card/payment processing."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|alibaba-small|Relay", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard online business banks (like Relay, Mercury, or standard Rho) will likely struggle with the complexity of permissions, reporting, and API integration required at this scale."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|alibaba-small|Mercury", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard online business banks (like Relay, Mercury, or standard Rho) will likely struggle with the complexity"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|alibaba-small|Rho", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Standard online business banks (like Relay, Mercury, or standard Rho) will likely struggle with the complexity"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|alibaba-small|TovaBills", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "TovaBills", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "we recommend **TovaBills** as your primary operational dashboard and transactional hub"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|alibaba-small|Kyriba", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Kyriba** is the software used by most large global treasuries"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|alibaba-small|BILL", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "BILL", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "BILL has replaced legacy banking tools for the *internal* financial operations of large B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|alibaba-small|JPMorgan Chase / Citi", "prompt": "c228-l2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan Chase / Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "maintaining a relationship with a major \"Too Big to Fail\" bank is often necessary for credit facilities"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Chase", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Traditional business banking** from established banks (Chase, Bank of America, Wells Fargo, etc.) for stability and FDIC protection"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Bank of America", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "established banks (Chase, Bank of America, Wells Fargo, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Wells Fargo", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "established banks (Chase, Bank of America, Wells Fargo, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Stripe", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Fintech platforms** (Stripe, Mercury, Brex) if you prioritize speed, automation, and modern integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Mercury", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Fintech platforms** (Stripe, Mercury, Brex)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Brex", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Fintech platforms** (Stripe, Mercury, Brex)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Silicon Valley Bank", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Mid-market solutions** (Silicon Valley Bank, Comerica) that balance both"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Comerica", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Comerica", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Mid-market solutions** (Silicon Valley Bank, Comerica) that balance both"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Galileo", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Galileo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Banking-as-a-Service (BaaS) providers** (Stripe, Galileo, Treasury Prime)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Treasury Prime", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Treasury Prime", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Banking-as-a-Service (BaaS) providers** (Stripe, Galileo, Treasury Prime)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Solarisbank", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Solarisbank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Embedded finance platforms** (Solarisbank, Mambu)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|anthropic-small|Mambu", "prompt": "c228-l2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mambu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Embedded finance platforms** (Solarisbank, Mambu)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|challenger-small|Revolut Business", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Revolut Business** as the best fit"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|challenger-small|Brex", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** is also a strong contender"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|challenger-small|Wise Business", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if your company has **high-volume cross-border invoicing and payroll**"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|challenger-small|Airwallex", "prompt": "c228-l2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "strong if your growth is heavily **international**"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|Brex", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd prioritize Brex (now backed by Capital One) or Ramp"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|Ramp", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd prioritize Brex (now backed by Capital One) or Ramp"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|Mercury", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Service reliability concerns (accounts closed without notice); treasury needs $250K min"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|Rho", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Rho is the best all-in-one ... But note most of its reviews come from mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|Relay", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More of a small-business fit"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|Silicon Valley Bank", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better served by traditional commercial banking partners (e.g., Silicon Valley Bank, JPMorgan, BofA, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|JPMorgan", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "traditional commercial banking partners (e.g., Silicon Valley Bank, JPMorgan, BofA, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|BofA", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "BofA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "traditional commercial banking partners (e.g., Silicon Valley Bank, JPMorgan, BofA, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|deepseek-small|Citi", "prompt": "c228-l2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "traditional commercial banking partners (e.g., Silicon Valley Bank, JPMorgan, BofA, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|google-small|Brex", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brex** is the top recommendation for a company of this scale"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|google-small|Ramp", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Leading Alternative: Ramp"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|google-small|Mercury", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "### 3. Why Mercury is *not* recommended for this scale"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|google-small|Concur", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Concur", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "rival legacy platforms like Concur"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|google-small|J.P. Morgan Chase", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "J.P. Morgan Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "keep their primary treasury deposits at a legacy \"Big Four\" bank (e.g., J.P. Morgan Chase or Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|google-small|Bank of America", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "e.g., J.P. Morgan Chase or Bank of America"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|google-small|Expensify", "prompt": "c228-l2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Expensify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "outdated corporate card/expense software (like Concur or Expensify)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|meta-small|Rho", "prompt": "c228-l2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some of the top recommendations include:\n\n1. Rho - a fintech platform that offers checking and card services"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|meta-small|Revolut Business", "prompt": "c228-l2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Revolut Business - a business bank account that allows for multiple currencies and regular international payments."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|meta-small|Wallester Business", "prompt": "c228-l2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wallester Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Wallester Business - a business bank account that offers features such as free international payments and multi-currency accounts."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|minimax-small|Rho", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** appears to be the top recommendation for growing companies."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|minimax-small|Mercury", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options in this category include **Mercury** (best for US companies)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|minimax-small|Revolut Business", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Revolut Business** / **Airwallex** (if you need international scaling)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|minimax-small|Airwallex", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Revolut Business** / **Airwallex** (if you need international scaling)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|minimax-small|Kyriba", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Kyriba", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The dominant enterprise solution with 25,000+ corporate customers... Best for large multinationals"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|minimax-small|FIS Treasury, Risk and Payment Suite", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "FIS Treasury, Risk and Payment Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise-grade platform with high-volume global capabilities."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|minimax-small|GTreasury", "prompt": "c228-l2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "GTreasury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Treasury + risk management for enterprises."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|mistral-small|Rho", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** is the most recommended due to its scalability, comprehensive feature set, and strong FDIC insurance."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|mistral-small|Brex", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** and **Mercury** are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|mistral-small|Mercury", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "While it's more startup-focused, it can handle the needs of larger B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|mistral-small|JPMorgan Chase", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you require the robustness of traditional banking, consider **JPMorgan Chase** or **Bank of America**."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|mistral-small|Bank of America", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "consider **JPMorgan Chase** or **Bank of America**"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|mistral-small|Wells Fargo", "prompt": "c228-l2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional Banks with Digital Platforms (e.g., JPMorgan Chase, Bank of America, Wells Fargo)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|moonshot-small|ION Treasury Wallstreet Suite", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "ION Treasury Wallstreet Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "or **ION Treasury Wallstreet Suite** if treasury management and cash flow optimization are your primary concerns."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|moonshot-small|Oracle Cloud ERP / Oracle Banking Platform", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Oracle Cloud ERP / Oracle Banking Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend **Oracle Cloud ERP** or **SAP S/4HANA** if you need deep financial/ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|moonshot-small|SAP S/4HANA (Private Cloud)", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "SAP S/4HANA (Private Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend **Oracle Cloud ERP** or **SAP S/4HANA** if you need deep financial/ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|moonshot-small|Workday Financials", "prompt": "c228-l2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Workday Financials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** People-centric organizations needing unified HR + Finance"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|openai-small|Brex", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Brex** if you want a **startup-friendly banking/spend platform that can also scale into enterprise use**"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|openai-small|Ramp", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if your main priority is **expense management, AP, and controlling spend** more than core banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|openai-small|Airwallex", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best if you are **global or multi-currency**"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|openai-small|Mercury", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually more of a startup-first fit than a thousands-of-employees B2B platform"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|openai-small|Unit", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Unit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if you want to **build your own embedded financial product**, not just use a banking platform"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|openai-small|Synctera", "prompt": "c228-l2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Synctera", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Unit / Synctera**: best if you want to **build your own embedded financial product**"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|Mercury", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend evaluating Mercury as a strong fintech banking platform to start with, but with caveats for your scale"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|Brex", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**For thousands of employees**: Pair with spend tools like Ramp/Brex for cards/expenses"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|Ramp", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp leads in automation for large teams (saves 2-4% on spend)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|Rho", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Checking/cards via Webster Bank, AI spend; top for 2026 startups | Newer, less global"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|J.P. Morgan", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "J.P. Morgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Enterprise needs (compliance, credit, global payroll)**: Shift to **J.P. Morgan** or **Brex Enterprise**"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|Silicon Valley Bank", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**J.P. Morgan** (or Silicon Valley Bank/Chase) | True enterprise"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|Chase", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traditional banks like Chase or Bank of America also work but feel less \"startup.\""}, {"id": "mai-20260918-0023-calibration_b|c228-l2|xai-small|Bank of America", "prompt": "c228-l2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Traditional banks like Chase or Bank of America also work but feel less \"startup.\""}, {"id": "mai-20260918-0023-calibration_b|c228-l2|zai-small|Rho", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Rho** as your primary choice."}, {"id": "mai-20260918-0023-calibration_b|c228-l2|zai-small|Brex", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Brex charges **$12 per user/month** for their Premium plan... massive monthly overhead"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|zai-small|Mercury", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Mercury lacks the built-in corporate card and robust expense management features"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|zai-small|Ramp", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "need to bolt on a separate expense tool (like Ramp or Pleo)"}, {"id": "mai-20260918-0023-calibration_b|c228-l2|zai-small|Pleo", "prompt": "c228-l2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Pleo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "need to bolt on a separate expense tool (like Ramp or Pleo)"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|Citi", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Unrivaled in cross-border payments and trade finance."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|J.P. Morgan", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "J.P. Morgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Consistently ranked #1 in North America for transaction banking."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|HSBC", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The best choice for enterprises with deep roots in Asia"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|Bank of America", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Leads in predictive analytics (CashFlowPredictor) and dominates the US domestic market."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|Wells Fargo", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Historically strong commercial loan book; ideal for manufacturing, real estate, and asset-heavy enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|U.S. Bank", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A top-tier player in Midwest operations and payroll processing."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|BNY Mellon", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "BNY Mellon", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "their corporate trust and servicing arm handles massive volumes of wire transfers"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|Mercury", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "The standard for startup-to-growth-stage enterprises."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|Airwallex", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Best for e-commerce or businesses that need to pay global vendors daily"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|alibaba-small|Wise (Business)", "prompt": "c228-l3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Wise (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ideal for companies that simply want to move money internationally at the lowest possible cost."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|Backbase", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Backbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top business banking platform providers include Backbase, nCino, Finastra, FIS, Q2, and Oracle"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|nCino", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "nCino", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Top business banking platform providers include Backbase, nCino, Finastra, FIS, Q2, and Oracle"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|Finastra", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Finastra Fusion emphasizes payment message orchestration with end-to-end routing and transformation"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|FIS", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Top business banking platform providers include Backbase, nCino, Finastra, FIS, Q2, and Oracle"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|Q2", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Q2", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top business banking platform providers include Backbase, nCino, Finastra, FIS, Q2, and Oracle"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|Oracle", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Oracle FLEXCUBE serves 10% of the world's banked population, with 600+ financial institutions"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|Temenos Transact", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos Transact", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Temenos Transact is a market-leading core banking platform... powering over 1,000 financial institutions"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|anthropic-small|Infosys Finacle", "prompt": "c228-l3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Infosys Finacle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Finastra FusionBanking and Infosys Finacle focus on managing customer accounts and deposits/lending across the lifecycle"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Bank of America", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Bank of America is explicitly positioned toward larger organizations with structured finance operations and compliance-focused controls."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Chase", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chase is singled out for branch access, and traditional banks remain the best option for companies that deposit cash"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Wells Fargo / PNC / similar large banks", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo / PNC / similar large banks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Established banking infrastructure, treasury products, broad services | Less differentiated in modern software/workflow"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Brex", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Enterprise teams wanting spend control + treasury | High FDIC coverage on Vault accounts, treasury yield, approval rules"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Mercury", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High FDIC coverage, fast digital onboarding, cashback card, all-in-one financial management"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Rho", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Relay and Rho stand out for sub-accounts, approvals, and accounting sync."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Relay", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Sub-accounts, Xero/QuickBooks sync, visibility and control"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Bluevine", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Less enterprise-oriented than traditional treasury banking; no branch network"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Airwallex", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Airwallex and Revolut are the strongest fit for **multi-currency** and **cross-border** use cases."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Revolut", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Revolut", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Many currencies, interbank FX focus, team cards"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|challenger-small|Found", "prompt": "c228-l3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "More SMB-oriented than enterprise treasury banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|JPMorgan", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently ranked **#1 in global corporate FX and cash management**."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Citi (Citi Services)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi (Citi Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Holds top positions for **liquidity management market access and market share**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Bank of America (CashPro)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America (CashPro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "its app surpassed **$1 trillion in payment approvals in 2024**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Temenos (Transact)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos (Transact)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Considered **best overall** for transaction-grade core banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Oracle (FLEXCUBE / Oracle Banking Digital Experience)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle (FLEXCUBE / Oracle Banking Digital Experience)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Universal banking platform favored by large multinational banks."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|FIS", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Known for **enterprise-grade scalability**; strong on integrated payments."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Finastra (Essence / FusionBanking)", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra (Essence / FusionBanking)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for banks wanting **governed core workflows with smoother integration**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Infosys Finacle", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Infosys Finacle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Strong choice for a single **enterprise core foundation spanning digital and payment channels**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Fiserv", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fiserv and Jack Henry dominate US community/regional banks"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Jack Henry", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Jack Henry", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fiserv and Jack Henry dominate US community/regional banks"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Thought Machine", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Thought Machine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Thought Machine, Mambu, and 10x Banking lead the modern cloud-native/neobank space"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Mambu", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Mambu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Thought Machine, Mambu, and 10x Banking lead the modern cloud-native/neobank space"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|10x Banking", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "10x Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Thought Machine, Mambu, and 10x Banking lead the modern cloud-native/neobank space"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Mercury", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Best free option for pre-seed/venture-backed startups"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Rho", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Best all-in-one for Series A+ companies wanting banking + **accounts-payable automation**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|deepseek-small|Brex", "prompt": "c228-l3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Best for **global spend management across many entities**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|google-small|J.P. Morgan (Payments & Commercial Banking)", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "J.P. Morgan (Payments & Commercial Banking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The ultimate global gold standard for corporate banking and treasury."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|google-small|Bank of America (Global Transaction Services)", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America (Global Transaction Services)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High-touch corporate relationship banking powered by award-winning digital portals."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|google-small|Citi (Treasury and Trade Solutions)", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi (Treasury and Trade Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Citi provides the underlying physical network to tie them all together."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|google-small|Brex", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one spend management and high-limit treasury for global enterprises."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|google-small|Mercury (Enterprise & Scaleups)", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury (Enterprise & Scaleups)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mercury is built for digital-first enterprises... Mercury is the premier choice."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|google-small|Rho", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The mid-market to enterprise control center."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|google-small|Airwallex", "prompt": "c228-l3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Borderless cross-border banking."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Rho", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a list of top providers, including Rho, Bluevine, Mercury, Airwallex, Chase"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Bluevine", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Rho, Bluevine, Mercury, Airwallex"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Mercury", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Rho, Bluevine, Mercury, Airwallex"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Airwallex", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mercury, Airwallex, Chase, Bank of America"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Chase", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Airwallex, Chase, Bank of America, Axos Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Bank of America", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Chase, Bank of America, Axos Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Axos Bank", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Axos Bank, First Internet Bank, NBKC Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|First Internet Bank", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "First Internet Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "First Internet Bank, NBKC Bank, PNC"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|NBKC Bank", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "NBKC Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "NBKC Bank, PNC, BMO"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|PNC", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "PNC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "PNC, BMO, KeyBank, and Regions Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|BMO", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "BMO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "PNC, BMO, KeyBank, and Regions Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|KeyBank", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "KeyBank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "BMO, KeyBank, and Regions Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|meta-small|Regions Bank", "prompt": "c228-l3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Regions Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "KeyBank, and Regions Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|JPMorgan Chase", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Market position**: Typically ranks #1-2 in global corporate banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|Bank of America", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Often ranked #1 in U.S. corporate banking (85% market penetration)"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|Citi", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for**: Companies with complex international cash flows"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|HSBC", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Differentiator**: Deep regional reach across 60+ countries"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|Wells Fargo", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for**: Middle-market companies and U.S. commercial clients"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|BNP Paribas", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for**: Companies with significant European operations"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|FIS", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**FIS** - Largest core banking provider"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|Fiserv", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Fiserv", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Fiserv** - Strong in payment processing"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|Temenos", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Temenos** - Cloud-native banking software"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|Oracle Banking", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Oracle Banking** - Enterprise solutions for large institutions"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|minimax-small|Finastra", "prompt": "c228-l3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Finastra** - Universal banking platform"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|JPMorgan Chase", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Global leader in corporate and investment banking, strong digital capabilities, broad client coverage"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Bank of America", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in transaction banking, digital enablement, and expansion in Asia-Pacific."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Industrial and Commercial Bank of China (ICBC)", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Industrial and Commercial Bank of China (ICBC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Leading in balance sheet strength, credit provision, and governance."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Citi", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Broad global network, strong in trade finance and transaction services."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Deutsche Bank", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Deutsche Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Strong in Europe, investment banking, and risk management."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|HSBC", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Global reach, particularly strong in Asia and trade finance."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Wells Fargo", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Each has niche strengths in specific regions or product lines"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|China Construction Bank", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "China Construction Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Each has niche strengths in specific regions or product lines"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Mizuho Bank", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Mizuho Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Each has niche strengths in specific regions or product lines"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|United Overseas Bank (UOB)", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "United Overseas Bank (UOB)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Each has niche strengths in specific regions or product lines"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|First Abu Dhabi Bank (FAB)", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "First Abu Dhabi Bank (FAB)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Each has niche strengths in specific regions or product lines"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Standard Chartered", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Standard Chartered", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "HSBC and Standard Chartered have strong Asian and emerging market presence"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Oracle Banking Digital Experience", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Oracle Banking Digital Experience", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Built for large, complex institutions; supports global operations and multi-country banking."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Temenos", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Temenos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Global leader in core banking software, strong in digital transformation and scalability."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Backbase", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Backbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "AI-native Banking OS, focuses on unifying frontline banking operations"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Finastra", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Finastra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Other Notable Platforms: Finastra, FIS, Mambu, and nCino"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|FIS", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "FIS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Other Notable Platforms: Finastra, FIS, Mambu, and nCino"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|Mambu", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Mambu", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "Some are cloud-native (Backbase, Mambu)"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|mistral-small|nCino", "prompt": "c228-l3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "nCino", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "Some specialize in retail/SMB (e.g., nCino)"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|JPMorgan Chase", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose JPMorgan Chase if: You need the most comprehensive global platform with best-in-class treasury management and investment banking."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Bank of America", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Bank of America if: You're a U.S.-focused company wanting strong domestic service and digital treasury tools."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Citi", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Citi if: You have complex international operations, especially in emerging markets."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Wells Fargo", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More competitively priced (12.1x P/E) but has faced regulatory challenges in recent years"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|HSBC", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose HSBC if: You have significant Asia-Pacific presence or extensive trade finance needs."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|BNP Paribas", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best For: Europe-focused enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Barclays", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Barclays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best For: UK-headquartered multinationals"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Deutsche Bank", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Deutsche Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Best For: Germany/Europe-focused large corporates"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Mercury", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Popular with tech startups and scale-ups"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Brex", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Enterprise plan with multi-entity management, advanced roles/permissions"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Airwallex", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Strong multi-currency capabilities (20+ currencies), local payment rails"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|moonshot-small|Relay", "prompt": "c228-l3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Advanced expense management with up to 50 sub-accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|openai-small|J.P. Morgan", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "J.P. Morgan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most global / most advanced treasury:** J.P. Morgan, Citi"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|openai-small|Bank of America", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong in **cash management and digital treasury tooling**, especially through its CashPro platform."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|openai-small|Wells Fargo", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Notable for **global treasury management for U.S.-based companies and subsidiaries**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|openai-small|U.S. Bank", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Balanced corporate bank with broad coverage:** U.S. Bank"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|openai-small|PNC", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Often stands out for **treasury management and liquidity tools**"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|openai-small|Citi", "prompt": "c228-l3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Most global / most advanced treasury:** J.P. Morgan, Citi"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Mercury", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fintechs like Mercury or Brex serve SMBs/growth-stage firms but typically lack the scale, lending capacity, and regulatory depth for true enterprise needs."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Brex", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fintechs like Mercury or Brex serve SMBs/growth-stage firms but typically lack the scale, lending capacity, and regulatory depth for true enterprise needs."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|JPMorgan Chase", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**JPMorgan Chase** (often #1 globally)"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Bank of America", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "U.S. treasury mgmt, payments, lending; excellent middle-market to enterprise support"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Citibank (Citi)", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citibank (Citi)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "top for global corporates (Euromoney 2024)"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|HSBC", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Trade finance, cross-border cash mgmt, Asia/Europe/ME focus"}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|ICBC (Industrial and Commercial Bank of China)", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "ICBC (Industrial and Commercial Bank of China)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Massive scale in China/Asia; strong financials for state-linked enterprises."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|BNP Paribas", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "BNP Paribas", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "European corporates, trade finance, cash mgmt; solid Eurozone integration."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Deutsche Bank", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Deutsche Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Past risk mgmt issues; rebuilding trust."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Standard Chartered", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Standard Chartered", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Asia, ME, Africa emerging markets; trade finance specialists."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Wells Fargo", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notables: Wells Fargo (strong U.S. focus), Barclays, MUFG, Santander."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Barclays", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Barclays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notables: Wells Fargo (strong U.S. focus), Barclays, MUFG, Santander."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|MUFG", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "MUFG", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notables: Wells Fargo (strong U.S. focus), Barclays, MUFG, Santander."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|xai-small|Santander", "prompt": "c228-l3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Santander", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Other notables: Wells Fargo (strong U.S. focus), Barclays, MUFG, Santander."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|zai-small|Bank of America (via CashPro)", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America (via CashPro)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best For:** Companies needing a highly integrated, unified digital experience for daily treasury operations."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|zai-small|JPMorgan Chase", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best For:** Corporations looking to modernize treasury operations with advanced AI forecasting and automated cash management."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|zai-small|Citibank", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citibank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Citi is widely considered the leader in cross-border and global treasury solutions."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|zai-small|HSBC", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "HSBC is a powerhouse for companies doing business in Asia, Europe, and the Americas."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|zai-small|Airwallex", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you need **global multi-currency flexibility and API integration**, choose a specialized fintech (Airwallex)."}, {"id": "mai-20260918-0023-calibration_b|c228-l3|zai-small|Relay (By Cash App)", "prompt": "c228-l3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay (By Cash App)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If you need **expense management and approval workflows**, consider a workflow-focused bank (Relay)."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|JPMorgan Chase", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice is typically a large commercial bank (Chase, BofA, Citi) offering a custom flat-fee enterprise cash management package"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|Bank of America", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "best choice is typically a large commercial bank (Chase, BofA, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|Wells Fargo", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "one of the \"Big 4\" banks (JPMorgan Chase, Bank of America, Wells Fargo, or Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|Citi", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Citi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "best choice is typically a large commercial bank (Chase, BofA, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|Mercury (Pro Plan)", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury (Pro Plan)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mercury's Pro Plan or Rho's $0-cost model are strong, modern alternatives"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|Rho", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Rho's $0-cost model are strong, modern alternatives"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|Qonto", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Not ideal for purely US-focused enterprises; may lack deep integrations with legacy US ERP systems."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|alibaba-small|Revolut Business", "prompt": "c228-l4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Cons: Not ideal for purely US-focused enterprises; may lack deep integrations with legacy US ERP systems."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|anthropic-small|Relay", "prompt": "c228-l4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Relay** (Best Overall for Large Businesses)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|anthropic-small|Brex Premium Plan", "prompt": "c228-l4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Brex Premium Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**2. Brex Premium Plan** (For Scalable Multi-User Environments)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|anthropic-small|PNC Treasury Enterprise Plan", "prompt": "c228-l4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. PNC Treasury Enterprise Plan** (For High-Volume Transactions)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|anthropic-small|Chase Business Banking", "prompt": "c228-l4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Chase Business Banking** (For Established Large Enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|challenger-small|Rho", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **Rho** if you want a fixed-fee, no-per-user platform with broad controls"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|challenger-small|Relay", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Relay** is also a strong contender, especially for multi-entity workflows; however, the cited pricing includes tiered plans"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|challenger-small|Found", "prompt": "c228-l4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "useful if you want all-in-one banking/accounting, but its pricing is also **plan-based** rather than strictly flat for thousands of users"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|Rho", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the standout choice is **Rho**"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|Brex Premium", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Brex Premium", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "$12 per user/month → at 5,000 users that's $60k/mo, and it climbs with headcount"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|Navan", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Navan", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "$15 per active user/month (after 5 users) → same scaling problem"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|Expensify", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Expensify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "$5–$9 per member per month → also per-head"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|HSBC Corporate Card", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "HSBC Corporate Card", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "~£32–£35 per card annually"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|Mercury (Pro)", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury (Pro)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Flat $299–$350/mo ... but reimbursement caps ... mean some costs do scale"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|Moss", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Moss", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "pricing depends on transaction volume and modules, so it's less predictable"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|Bank of America", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Offer enterprise relationship pricing and ERP integration, but fees are usually negotiated"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|deepseek-small|JPMorgan", "prompt": "c228-l4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "JPMorgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Major corporate banks (Bank of America, JPMorgan, HSBC commercial)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|google-small|Rho", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your primary goal is **absolute predictability in cost across thousands of employees**, **Rho** is the industry standard."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|google-small|Ramp", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "At 2,000 active users, Ramp Plus would cost your organization **$30,000 per month** ... making your total cost of ownership highly volatile"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|google-small|Brex", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Brex Premium** costs **$12 per user, per month**. ... For thousands of users, a Brex Premium subscription will cost tens of thousands of dollars monthly."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|google-small|JPMorgan Chase", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "legacy institutions like JPMorgan Chase, Bank of America, or Wells Fargo ... their fee structures are the antithesis of predictable"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|google-small|Bank of America", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "legacy institutions like JPMorgan Chase, Bank of America, or Wells Fargo ... their fee structures are the antithesis of predictable"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|google-small|Wells Fargo", "prompt": "c228-l4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "legacy institutions like JPMorgan Chase, Bank of America, or Wells Fargo ... their fee structures are the antithesis of predictable"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|meta-small|Rho", "prompt": "c228-l4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rho - a fintech platform that offers a business checking account with no monthly fee, FDIC-insured deposits, and built-in software for cards and payments."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|meta-small|Airwallex", "prompt": "c228-l4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Airwallex - a platform that compares business bank accounts and provides information on the best accounts for growing businesses."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|meta-small|Found", "prompt": "c228-l4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Found - a resource that provides information on the best business bank accounts for growing businesses with employees."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|minimax-small|Rho", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rho is the clear winner"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|minimax-small|Brex Premium", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Brex Premium", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Brex Premium | $12,000/month"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|minimax-small|Ramp Plus", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp Plus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ramp Plus | $15,000/month"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|minimax-small|Mercury Plus", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury Plus", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "good predictability but limited features for very large companies"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|minimax-small|PNC Treasury Enterprise", "prompt": "c228-l4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "PNC Treasury Enterprise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "typically require relationship managers and have more complex fee structures"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|mistral-small|Rho", "prompt": "c228-l4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** is the best business bank account due to its $0 monthly and per-user fees, high treasury yield, and enterprise-ready features."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|mistral-small|Found Pro", "prompt": "c228-l4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Found Pro", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options like **Found Pro** ($80/month or $720/year) and **Airwallex** offer competitive features"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|mistral-small|Airwallex", "prompt": "c228-l4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options like **Found Pro** ($80/month or $720/year) and **Airwallex** offer competitive features"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|moonshot-small|Brex Enterprise", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Brex Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Brex Enterprise** (Best Modern Option)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|moonshot-small|JPMorgan Chase", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want **maximum stability and global infrastructure:** Use **JPMorgan, SVB, or similar** corporate banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|moonshot-small|SVB", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "SVB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Use **JPMorgan, SVB, or similar** corporate banking with a negotiated master service agreement"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|moonshot-small|Bank of America", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Traditional Corporate Banking** (JPMorgan Chase, SVB, Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|moonshot-small|RBC Express Banking", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "RBC Express Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "3. **RBC Express Banking** (Strong Enterprise Platform)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|moonshot-small|Brex Premium", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Brex Premium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Models to Avoid at Scale ... **Brex Premium** | $12/user/month = unpredictable scaling"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|moonshot-small|Mercury Pro/Plus", "prompt": "c228-l4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury Pro/Plus", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Models to Avoid at Scale ... **Mercury Pro/Plus** | $299/mo base + $5 per additional user beyond 250 users"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|openai-small|J.P. Morgan Chase Commercial Banking", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "J.P. Morgan Chase Commercial Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**J.P. Morgan Chase** is often the best starting point."}, {"id": "mai-20260918-0023-calibration_b|c228-l4|openai-small|Bank of America Business / Treasury Management", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America Business / Treasury Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Good for large corporates - Broad treasury features - Can be structured for predictable enterprise pricing"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|openai-small|Wells Fargo Treasury Management", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo Treasury Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also a major enterprise banking option - Strong for complex cash management needs"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|openai-small|Brex", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "not the best answer if you need a true bank-style relationship for a huge company"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|openai-small|Mercury", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they are usually **not the best answer if you need a true bank-style relationship for a huge company**"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|openai-small|Ramp", "prompt": "c228-l4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you mean **modern spend management for thousands of employees**: **Ramp** or **Brex** may be better"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|Rho", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rho (Top Pick for Predictable Costs at Enterprise Scale)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|Mercury", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercury (Pro Tier for Large Teams) ... flat fee regardless of user count"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|Brex", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex (Premium/Enterprise Plans) ... Strong predictability via tiered subs"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|JPMorgan Chase", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "costs are **semi-custom/negotiated** ... Less ideal if you want public/off-the-shelf predictability"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|Bank of America", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Traditional Banks (Less Predictable for Scale)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|Wells Fargo", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Traditional Banks (Less Predictable for Scale)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|Airwallex", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Global? → Airwallex (flat plans, but FX-focused)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|xai-small|Bluevine", "prompt": "c228-l4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Cash-heavy? → Bluevine (interest + $0 fees)"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|zai-small|Chase", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "the traditional \"Account Analysis\" model used by major banks (like Chase or BofA) is generally the worst choice"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|zai-small|BofA", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "BofA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "major banks (like Chase or BofA) is generally the worst choice"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|zai-small|Relay Financial", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Financial", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "The Best Overall for Predictability: Relay Financial"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|zai-small|Mercury", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best for Zero Monthly Fees: Mercury"}, {"id": "mai-20260918-0023-calibration_b|c228-l4|zai-small|Airwallex", "prompt": "c228-l4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The Best for Global/High-Volume Operations: Airwallex"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|alibaba-small|Mercury", "prompt": "c228-l5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "whether a \"neobank\"/fintech like Mercury/Ramp/Brex or an Enterprise Banking API"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|alibaba-small|Ramp", "prompt": "c228-l5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "whether a \"neobank\"/fintech like Mercury/Ramp/Brex or an Enterprise Banking API"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|alibaba-small|Brex", "prompt": "c228-l5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "whether a \"neobank\"/fintech like Mercury/Ramp/Brex or an Enterprise Banking API"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|alibaba-small|BNSF Bank", "prompt": "c228-l5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "BNSF Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Many modern providers are \"fintechs\" that partner with regional banks (e.g., BNSF Bank, Evolve Bank & Trust, Sutton Bank)."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|alibaba-small|Evolve Bank & Trust", "prompt": "c228-l5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Evolve Bank & Trust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "partner with regional banks (e.g., BNSF Bank, Evolve Bank & Trust, Sutton Bank)"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|alibaba-small|Sutton Bank", "prompt": "c228-l5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Sutton Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "partner with regional banks (e.g., BNSF Bank, Evolve Bank & Trust, Sutton Bank)"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|google-small|Brex", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If you are evaluating modern fintech banking portals (like Brex, Rho, or Mercury), a current, clean SOC 2 Type II report is critical"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|google-small|Rho", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "modern fintech banking portals (like Brex, Rho, or Mercury)"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|google-small|Mercury", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "modern fintech banking portals (like Brex, Rho, or Mercury)"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|google-small|J.P. Morgan", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "J.P. Morgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If you go with a traditional **Systemically Important Financial Institution (SIFI)** (e.g., J.P. Morgan, Bank of America), the financial counterparty risk is very low."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|google-small|Bank of America", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(e.g., J.P. Morgan, Bank of America), the financial counterparty risk is very low"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|google-small|HSBC", "prompt": "c228-l5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Bulge Bracket / Tier-1 Banks** (e.g., J.P. Morgan Chase, Bank of America, HSBC)"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|meta-small|Brex", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for banks that have achieved SOC 2 compliance, such as Brex, Mercury, and Found."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|meta-small|Mercury", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look for banks that have achieved SOC 2 compliance, such as Brex, Mercury, and Found."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|meta-small|Found", "prompt": "c228-l5", "model": "meta-small", "cat": "business-banking", "variant": "scale", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look for banks that have achieved SOC 2 compliance, such as Brex, Mercury, and Found."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|minimax-small|Brex", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend evaluating **Brex** (from $12/month, SOC 2 certified) or **Mercury** (from $29.90/month, SOC 2 certified) as starting points"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|minimax-small|Mercury", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I recommend evaluating **Brex** ... or **Mercury** (from $29.90/month, SOC 2 certified) as starting points"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|minimax-small|Found", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Brex**, **Mercury**, and **Found** are verified as SOC 2-certified business bank accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|minimax-small|JPMorgan", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "JPMorgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "you may also want to engage with **traditional banks** like ** JPMorgan**... who have dedicated enterprise banking divisions"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|minimax-small|Bank of America", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Bank of America**, or **Silicon Valley Bank** who have dedicated enterprise banking divisions with robust SSO and compliance support"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|minimax-small|Silicon Valley Bank", "prompt": "c228-l5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Silicon Valley Bank** who have dedicated enterprise banking divisions"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|xai-small|Mercury", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** | Yes | Yes (API/IdP integrations) | API-rich, treasury, high limits | Top for tech cos; FDIC sweeps."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|xai-small|Brex", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cards + banking, spend controls | Strong for growth-stage; $12/mo entry."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|xai-small|Found", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "SMB-to-mid scaling | Affordable; verify SSO depth."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|xai-small|Chase", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Chase/BofA/SVB | Varies (strong overall compliance) | Corporate SSO available | Legacy reliability; slower innovation."}, {"id": "mai-20260918-0023-calibration_b|c228-l5|xai-small|BoA", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "BoA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "traditional banks (Chase, BoA, SVB) support via corporate portals but may need custom setup"}, {"id": "mai-20260918-0023-calibration_b|c228-l5|xai-small|SVB", "prompt": "c228-l5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "SVB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Legacy reliability; slower innovation."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|alibaba-small|Wise Business", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Payment Service Providers (PSPs) & Multi-Currency Platforms Used as Primary Depositories ... Why caution? These are engineered as **payment rails**, not operating banks."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|alibaba-small|Airwallex", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "(Examples: Wise Business, Airwallex, Revolut Business, Payoneer) - **Why caution?**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|alibaba-small|Revolut Business", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(Examples: Wise Business, Airwallex, Revolut Business, Payoneer) - **Why caution?**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|alibaba-small|Payoneer", "prompt": "c228-l6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Payoneer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "(Examples: Wise Business, Airwallex, Revolut Business, Payoneer) - **Why caution?**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|anthropic-small|TD Bank", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**TD Bank** stands out as particularly problematic for enterprise banking relationships."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|anthropic-small|Capital One", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TD Bank, Capital One, Wells Fargo and USAA are expected to draw regulatory scrutiny in the coming year."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|anthropic-small|Wells Fargo", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Wells Fargo** also has ongoing compliance concerns."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|anthropic-small|USAA", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "USAA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**USAA** faces similar issues... imposed hefty penalties on USAA, citing deficiencies in fraud protocols and consumer protection."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|anthropic-small|Bank of America", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Bank of America and Wells Fargo also drew unwanted attention for shortcomings in their own money-laundering compliance practices."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|anthropic-small|Synapse", "prompt": "c228-l6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Synapse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "the bankruptcy of Synapse... still missing between $65 million and $85 million of customer funds."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|challenger-small|Rho", "prompt": "c228-l6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Rho", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Rho is described as not designed for fast-growing startups or enterprise companies, and it is said to be too basic for enterprise organizations"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Wells Fargo", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Wells Fargo** repeatedly appears as a cautionary case"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Bank of America", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Was fined **$225 million for wrongfully freezing accounts**...relevant to enterprises concerned about account freezes."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|JPMorgan Chase", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "also appears among the most-complained-about institutions and in the Zelle fraud case"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Credit Suisse", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Credit Suisse", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Collapsed in March 2023 amid repeated scandals, management errors, and a run on client funds"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Silicon Valley Bank", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Both failed in a matter of days due to **concentration of uninsured deposits**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Signature Bank", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Signature Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Both failed in a matter of days due to **concentration of uninsured deposits**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Brex", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "highlights platforms like **Brex** (~20% lifetime negative share) along with ongoing complaints about account freezes"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Mercury", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "enterprises should be cautious because... back onto partner banks' charters"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Ramp", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "enterprises should be cautious because... back onto partner banks' charters"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|Revolut Business", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "enterprises should be cautious because... back onto partner banks' charters"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|TSB", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "TSB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "persistently ranks near-worst in UK business-banking satisfaction with a widespread reputation for account freezes"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|NatWest/RBS (UK)", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest/RBS (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "carries the legacy of the **GRG (Global Restructuring Group) SME scandal**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|deepseek-small|HSBC", "prompt": "c228-l6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "**HSBC and others with strict AML risk frameworks** often \"de-risk\" whole categories of clients—a real operational risk"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Mercury", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While platforms like Mercury, Brex, Wise, or Novo are excellent options for startups and mid-market companies, they present significant structural risks for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Brex", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "platforms like Mercury, Brex, Wise, or Novo ... present significant structural risks for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Wise", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "platforms like Mercury, Brex, Wise, or Novo ... present significant structural risks for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Novo", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "platforms like Mercury, Brex, Wise, or Novo ... present significant structural risks for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Evolve Bank & Trust", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Evolve Bank & Trust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "recent consent decrees issued against partner banks like Evolve Bank & Trust) has highlighted massive counterparty risks"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|JPMorgan Chase", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Core Hub (G-SIBs):** Utilize a Global Systemically Important Bank (e.g., JPMorgan Chase, HSBC, Bank of America) as your primary operating hub"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Citi", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "more securely managed by G-SIBs (Global Systemically Important Banks like JPMorgan Chase, Citi, Wells Fargo, and Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Wells Fargo", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "G-SIBs (Global Systemically Important Banks like JPMorgan Chase, Citi, Wells Fargo, and Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|Bank of America", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "Utilize a Global Systemically Important Bank (e.g., JPMorgan Chase, HSBC, Bank of America) as your primary operating hub"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|google-small|HSBC", "prompt": "c228-l6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "Utilize a Global Systemically Important Bank (e.g., JPMorgan Chase, HSBC, Bank of America) as your primary operating hub"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|meta-small|Citigroup", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Citigroup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "business banking providers that a large enterprise should be cautious about or avoid. The top results include Citigroup, HSBC Commercial Banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|meta-small|HSBC Commercial Banking", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC Commercial Banking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "should be cautious about or avoid. The top results include Citigroup, HSBC Commercial Banking, and other banking providers"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|meta-small|Ramp", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternative banking providers, such as Ramp, Revolut Business, and ING Wholesale Banking, which are highly ranked and considered to be good alternatives"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|meta-small|Revolut Business", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "alternative banking providers, such as Ramp, Revolut Business, and ING Wholesale Banking, which are highly ranked"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|meta-small|ING Wholesale Banking", "prompt": "c228-l6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "ING Wholesale Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "such as Ramp, Revolut Business, and ING Wholesale Banking, which are highly ranked and considered to be good alternatives"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Wells Fargo", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Wells Fargo (multiple scandals), banks with recent enforcement actions"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|JPMorgan Chase", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "consistently rank as the most complained-about banks in the U.S."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Bank of America", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "consistently rank as the most complained-about banks in the U.S."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Citigroup", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Citigroup", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "these four largest banks constituted over half of all debanking-related complaints"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Citibank", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Banks involved in debanking practices: JPMorgan Chase, Bank of America, Citibank..."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|U.S. Bank", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "U.S. Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "under OCC scrutiny for restricting banking services to certain customers"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Capital One", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "under OCC scrutiny for restricting banking services to certain customers"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|PNC Bank", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "PNC Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "under OCC scrutiny for restricting banking services to certain customers"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|TD Bank", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "under OCC scrutiny for restricting banking services to certain customers"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|BMO Bank", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "BMO Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "under OCC scrutiny for restricting banking services to certain customers"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Mercury", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Highest negative review rate (15.4 negatives/month), with frequent account freezes and closures"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Relay", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 12, "ev": "High complaint volume regarding account closures and funds being stuck"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|BlueVine", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "BlueVine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "Significant complaints about account freezing and KYC issues"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|Santander UK", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Customers report poor communication, unexpected account freezes, sudden term changes"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|minimax-small|NatWest", "prompt": "c228-l6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "Customers experience blocked accounts, delayed transfers, unexpected charges"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|mistral-small|Wise", "prompt": "c228-l6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some digital-first providers, like Wise, are not licensed to hold large sums and may restrict or close accounts that accumulate significant reserves"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Silicon Valley Bank", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The 2023 collapses of **Silicon Valley Bank**, **Signature Bank**, and **First Republic Bank** highlighted critical vulnerabilities"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Signature Bank", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Signature Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "The 2023 collapses of **Silicon Valley Bank**, **Signature Bank**, and **First Republic Bank**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|First Republic Bank", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "First Republic Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "collapses of ... **First Republic Bank** highlighted critical vulnerabilities that enterprises should still screen for"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Wells Fargo", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Institutions under active AML/compliance enforcement (e.g., Wells Fargo in its current restricted status)"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|JPMorgan Chase", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Reviews and procurement analyses cite difficult phone support, overseas call-center friction, unexplained account freezes/holds"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Bank of America", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Rank among the highest in absolute complaint volume to the CFPB"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Citibank", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Rank among the highest in absolute complaint volume to the CFPB"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Revolut Business", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Fintechs like **Revolut Business**, Mercury, or Brex may work well for subsidiaries ... but large enterprises should think twice before using them as the sole provider"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Mercury", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Fintechs like **Revolut Business**, Mercury, or Brex ... should think twice before using them as the sole provider"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|Brex", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Fintechs like **Revolut Business**, Mercury, or Brex ... should think twice before using them as the sole provider"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|moonshot-small|HSBC", "prompt": "c228-l6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "a primary relationship with a G-SIB (JPMorgan, BofA, Citi, HSBC) for stability"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Wells Fargo", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Providers to **Strongly Avoid**:\n- **Wells Fargo**: Persistent scandals ... make it risky."}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Citibank", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Citibank (for business/corporate banking)**: Tops complaint lists per deposit volume"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Bank of America", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Be Cautious About ... **Bank of America**: High complaint volume (128K+ total)"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Santander", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Santander", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Santander (business banking)**: UK/EU-focused complaints highlight blocked accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Bluevine", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great for SMBs but risky for enterprises—frequent account closures without notice"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Novo", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for SMBs but risky for enterprises—frequent account closures without notice"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Tide", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Tide", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Tide/Revolut Business for core banking): Great for SMBs but risky for enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Revolut Business", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Tide/Revolut Business for core banking): Great for SMBs but risky for enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|US Bank", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "US Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "600+ BBB business-specific complaints for US Bank alone; issues like slow support"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|PNC", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "PNC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Regional/Smaller Banks (e.g., US Bank, PNC, Fifth Third) ... inadequate for multinational enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|Fifth Third", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Regional/Smaller Banks (e.g., US Bank, PNC, Fifth Third) ... inadequate for multinational enterprises"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|JPMorgan Chase", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Opt for proven enterprise-grade players like **JPMorgan Chase**"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|HSBC", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "**HSBC**, or **BNP Paribas**—top-ranked for corporate banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|xai-small|BNP Paribas", "prompt": "c228-l6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "BNP Paribas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**HSBC**, or **BNP Paribas**—top-ranked for corporate banking"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|TD Bank", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Global banks with recent large AML/BSA fines: TD Bank, Deutsche Bank, Commerzbank, Nordea, ABN AMRO"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|Deutsche Bank", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Deutsche Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Deutsche Bank was fined $186 million for BSA/AML and sanctions violations"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|Commerzbank", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Commerzbank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Fined $1.5 million (USD) in 2024 for AML deficiencies"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|Nordea Bank", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Nordea Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Fined $35 million in 2024 for AML and fraud-related compliance failures"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|ABN AMRO", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "ABN AMRO", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Fined €8.5 million by the Dutch Central Bank in 2026 for structural AML deficiencies"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|Wells Fargo", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Banks with major corporate governance/ethical failures: Wells Fargo (fake-accounts scandal)"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|PNB (India)", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "PNB (India)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "the 2018 PNB fraud revealed severe weaknesses in internal controls"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|JPMorgan Chase", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "banks implicated in the FinCEN Files (e.g., JPMorgan Chase, HSBC)"}, {"id": "mai-20260918-0023-calibration_b|c228-l6|zai-small|HSBC", "prompt": "c228-l6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "banks implicated in the FinCEN Files (e.g., JPMorgan Chase, HSBC)"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|alibaba-small|Copper", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Copper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Relay Financial** or **Copper** for primary operations to lower costs and improve data quality."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|alibaba-small|Relay Financial", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Relay Financial", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall (Structure & Controls) **Winner: Relay Financial**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|alibaba-small|Airwallex", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global B2B Payments **Winner: Airwallex**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|alibaba-small|HSBC", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "HSBC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "open a secondary account with a regional bank or **HSBC** for lending purposes"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|alibaba-small|Chase (Mid-Market Division)", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Chase (Mid-Market Division)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Winner: HSBC (Global Commercial) or Chase (Mid-Market Division)"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|alibaba-small|Wells Fargo", "prompt": "c228-m1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Competitive FX rates compared to Chase/Wells Fargo"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Brex", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Brex** is best if you run a venture-backed startup or mid-market company and want a corporate card plus treasury and vault services in one platform."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Mercury", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercury Treasury is designed to earn yield on idle cash up to 3.81% annually"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Airwallex", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Fintech platforms such as Airwallex, Wise, and Revolut provide digital-first international business accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Wise", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Airwallex, Wise, and Revolut provide digital-first international business accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Revolut", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Revolut", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Airwallex, Wise, and Revolut provide digital-first international business accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Regions", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Regions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional banks like Regions offer business credit cards, secured and unsecured loans, lines of credit"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Chase", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "exploring traditional banks like **Chase or Bank of America** if you need physical branch access"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|anthropic-small|Bank of America", "prompt": "c228-m1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "exploring traditional banks like **Chase or Bank of America** if you need physical branch access"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|challenger-small|Brex", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best fit is usually **Brex** or **Rho**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|challenger-small|Rho", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best fit is usually **Brex** or **Rho**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|challenger-small|Relay", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better if you run **multiple entities** and need budgeting/banking organization."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|challenger-small|Bluevine", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Better if your top priority is **interest on checking**."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|challenger-small|Chase", "prompt": "c228-m1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Better if your business handles a lot of **cash deposits**."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Mercury", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with Mercury** if you want a modern, no-fee platform with strong API and treasury features."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Brex", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you need working capital or substantial credit, use Brex.**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Relay", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Relay** — *Best for complex multi-account cash flow*"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Airwallex", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Open an Airwallex (or Wise) account alongside it** for international/multi-currency invoicing"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Wise Business", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "*Best low-cost international alternative*"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Bank of America", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "establish a relationship with a traditional bank like Bank of America or Citi"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Citi", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "establish a relationship with a traditional bank like Bank of America or Citi"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Chase Business", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Chase Business / Capital One Enhanced Checking**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|deepseek-small|Capital One Enhanced Checking", "prompt": "c228-m1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Capital One Enhanced Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Capital One's Enhanced Checking is often cited as best for medium-to-large businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|google-small|Brex", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Brex is heavily tailored for mid-market and enterprise operations... native, deep integrations with mid-market ERPs like NetSuite and Workday."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|google-small|Rho", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Rho is specifically engineered for mid-market operating finance... up to $125 million in FDIC coverage"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|google-small|Mercury", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercury has moved aggressively upmarket into the mid-market space"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|google-small|JPMorgan Chase (Commercial Banking)", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase (Commercial Banking)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Chase is the undisputed gold standard for middle-market corporate banking."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|google-small|PNC Bank", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Banks like PNC and Fifth Third often outcompete Wall Street giants on a relationship level."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|google-small|Fifth Third Bank", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Fifth Third Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "These super-regional banks consistently win \"Best Brand\" awards in middle-market commercial banking."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|google-small|Airwallex", "prompt": "c228-m1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Airwallex allows you to open local currency accounts in 20+ currencies natively."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|meta-small|Brex", "prompt": "c228-m1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated business bank accounts include Brex, Rho, and other online business bank accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|meta-small|Rho", "prompt": "c228-m1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated business bank accounts include Brex, Rho, and other online business bank accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|minimax-small|Capital One Enhanced Checking", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Capital One Enhanced Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Capital One** or **JPMorgan Chase** for comprehensive commercial banking services"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|minimax-small|JPMorgan Chase", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Capital One** or **JPMorgan Chase** for comprehensive commercial banking services"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|minimax-small|Bank of America", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional banks like **JPMorgan Chase**, **Bank of America**, and **Wells Fargo** also offer comprehensive commercial banking services"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|minimax-small|Wells Fargo", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Bank of America**, and **Wells Fargo** also offer comprehensive commercial banking services"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|minimax-small|Rho", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "while also evaluating **Rho** or **Bluevine** for more modern digital tooling"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|minimax-small|Bluevine", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Bluevine** provides competitive interest on checking balances"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|minimax-small|Mercury", "prompt": "c228-m1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "though it's better suited for startups than true mid-market firms"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|mistral-small|Brex", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Brex or Rho** are the top choices"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|mistral-small|Rho", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **Brex or Rho** are the top choices"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|mistral-small|Airwallex", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If international operations are a priority, **Airwallex** is the best fit."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|mistral-small|Axos Bank Business Interest Checking", "prompt": "c228-m1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Business Interest Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A traditional bank option that offers high interest rates, low fees, and strong cash management features."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|moonshot-small|Brex", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. **Brex** – Best for Venture-Backed & High-Growth Mid-Market B2B"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|moonshot-small|Mercury", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**If you're venture-backed or high-growth tech/SaaS:** **Brex** or **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|moonshot-small|J.P. Morgan Commercial Banking", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "J.P. Morgan Commercial Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Traditional Relationship Banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|moonshot-small|Bank of America Global Commercial Banking", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America Global Commercial Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Large Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|moonshot-small|Relay", "prompt": "c228-m1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you prioritize cash flow visibility and control:** **Relay**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|openai-small|PNC Treasury Enterprise Plan", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a strong default choice is **PNC Treasury Enterprise Plan**"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|openai-small|Mercury", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury/Rho** if your company is tech-forward and wants better software + cash management"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|openai-small|Rho", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury** or **Rho** cash management"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|openai-small|Chase Business Complete Banking", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "commonly a top brick-and-mortar pick, though it's more small-business oriented than mid-market treasury banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|openai-small|Bank of America", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "consider a large bank like PNC, Chase, Bank of America, or Wells Fargo"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|openai-small|Wells Fargo", "prompt": "c228-m1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "consider a large bank like PNC, Chase, Bank of America, or Wells Fargo"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|JPMorgan Chase (Chase Business Complete Banking or Performance Checking)", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "JPMorgan Chase (Chase Business Complete Banking or Performance Checking)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tops in data/analytics and customer service (Greenwich 2025/2026). Huge branch/ATM network"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|Bank of America (Business Advantage Relationship Banking)", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America (Business Advantage Relationship Banking)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excels in ease of doing business and advisory (Greenwich)"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|Huntington", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Huntington", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Huntington's dashboard shines for AR/AP"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|First Citizens", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "First Citizens", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multiple Greenwich wins for relationships, ease of business, and advisory"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|KeyBank", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "KeyBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "2025/2026: Huntington, First Citizens, KeyBank often lead nationally/regionally"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|SVB", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "SVB", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "SVB: Venture ties, growth capital (post-2023 acquisition). Good for B2B tech/life sciences."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|Mercury", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Free digital banking, 3%+ yields, API-first for B2B startups scaling to mid-market"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|xai-small|Rho", "prompt": "c228-m1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Specialized/Fintech Hybrids (e.g., SVB/First Citizens for tech B2B, Mercury/Rho for SaaS)"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|RelayFi", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "RelayFi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**All‑in‑one treasury + cards + multi‑currency** | RelayFi, Found, Airwallex, or Brex"}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Found", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Built for growing businesses with treasury and employee management."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Airwallex", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global focus with multi‑currency accounts, payments, and embedded finance."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Brex", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Noted as a strong pick for venture‑backed or mid‑market companies needing corporate cards + treasury."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Bluevine Business Checking", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High APY, no monthly fee (plus tiers), FDIC‑insured via partner banks."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Rho", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Online‑only, no monthly fee, FDIC‑insured via Webster Bank."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Mercury", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Popular with tech and B2B SaaS, FDIC‑insured via Choice Financial Group & Column N.A."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Bank of America Business Advantage Banking", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America Business Advantage Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Branch access, comprehensive services, and credit facilities."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|PNC Treasury Enterprise Plan", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC Treasury Enterprise Plan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Higher transaction volumes, relationship banking."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|N26 Business", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "N26 Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fully mobile, modern app, transparent fees."}, {"id": "mai-20260918-0023-calibration_b|c228-m1|zai-small|Qonto", "prompt": "c228-m1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Qonto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "(Europe‑focused) | Strong for EU mid‑market companies."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|alibaba-small|Ramp", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-Rounder: Ramp ... Ramp is currently the industry leader."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|alibaba-small|Mercury", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Technology-Forward Platform: Mercury"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|alibaba-small|Relay", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Operational Complexity: Relay"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|alibaba-small|Chase Business Complete Banking®", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase Business Complete Banking®", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Traditional Option (With Modern UI): Chase Business Complete Banking®"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|alibaba-small|Wise (Business)", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise (Business)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for International B2B: Wise (Business)"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|alibaba-small|PNC", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "PNC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If yes, go with a traditional bank (Chase/PNC/Wells)."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|alibaba-small|Wells", "prompt": "c228-m2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wells", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If yes, go with a traditional bank (Chase/PNC/Wells)."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|anthropic-small|Rho", "prompt": "c228-m2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** - Built for early-stage startups, SMBs, mid-market companies, and public companies"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|anthropic-small|Brex", "prompt": "c228-m2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex offers both banking and corporate card services designed for venture-backed startups and mid-market companies."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|anthropic-small|Mercury", "prompt": "c228-m2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mercury offers digital-first banking tailored to e-commerce startups and growing tech businesses."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|anthropic-small|Bluevine", "prompt": "c228-m2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bluevine offers tech startup businesses a unified platform with high-yield checking, integrated bill pay, and access to a line of credit"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|challenger-small|Rho", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I’d recommend **Rho** as the default choice"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|challenger-small|Brex", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex** if you are **venture-backed** and want corporate cards plus treasury/spend management in one stack."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|challenger-small|Mercury", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury** if you are still relatively **digital-first** and want a simple, low-fee startup bank."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|challenger-small|Bluevine", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bluevine** if your priority is **yield on operating cash** and a line of credit."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|challenger-small|Chase", "prompt": "c228-m2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Chase** if you need **branches, cash deposits, or SBA lending**."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|deepseek-small|Mercury", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with Mercury as your primary operating bank"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|deepseek-small|Ramp", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "layered with **Ramp for spend management**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|deepseek-small|Brex", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Brex instead of Ramp only if you're heavily venture-backed"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|deepseek-small|Airwallex", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Add Airwallex or Revolut as a secondary account specifically for foreign-currency receivables/payments"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|deepseek-small|Revolut Business", "prompt": "c228-m2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Add Airwallex or Revolut as a secondary account"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|google-small|Rho", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Mid-Sized B2B: **Rho** ... It is the strongest recommendation for a mid-sized B2B company"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|google-small|Mercury", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Simplicity & Developer-Heavy B2B: **Mercury** ... Cons: Its built-in expense management and AP workflows are not as robust"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|google-small|Brex", "prompt": "c228-m2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global Operations & Complex ERPs: **Brex**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|meta-small|Bluevine", "prompt": "c228-m2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top options include Bluevine, Mercury, and Rho."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|meta-small|Mercury", "prompt": "c228-m2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top options include Bluevine, Mercury, and Rho."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|meta-small|Rho", "prompt": "c228-m2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top options include Bluevine, Mercury, and Rho."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|minimax-small|Mercury", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-sized B2B company, I'd suggest **Mercury** or **Rho** if you prioritize modern digital banking with strong integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|minimax-small|Brex", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Companies needing combined banking and spend management"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|minimax-small|Rho", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest **Mercury** or **Rho** if you prioritize modern digital banking with strong integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|minimax-small|Chase", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "or **Chase** if you prefer traditional banking with comprehensive services"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|minimax-small|Bank of America", "prompt": "c228-m2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traditional Banks (Chase, Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|mistral-small|Mercury", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Mercury** as the best banking platform"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|mistral-small|Brex", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Brex is a strong second choice"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|mistral-small|Novo", "prompt": "c228-m2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lacks some advanced features and scalability for mid-sized B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|moonshot-small|Rho", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **mid-sized B2B company**, I'd suggest starting with **Rho** because: 1. It's purpose-built for your company size"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|moonshot-small|Mercury", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury** for banking (checking, wires, treasury, up to $5M FDIC)"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|moonshot-small|Ramp", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ramp** for corporate cards and spend management (best-in-class expense automation)"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|moonshot-small|Brex", "prompt": "c228-m2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Considerations:** More focused on venture-backed startups; underwriting can be strict for non-VC-funded companies."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|openai-small|Mercury", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best default for a mid-sized B2B startup:** **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|openai-small|Ramp", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want finance workflow automation:** **Ramp**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|openai-small|Novo", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Novo** can work, but it's generally more geared toward smaller independent businesses than a mid-sized company"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|openai-small|Brex", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparison table** for **Mercury vs Ramp vs Brex vs Relay**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|openai-small|Relay", "prompt": "c228-m2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "comparison table** for **Mercury vs Ramp vs Brex vs Relay**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|xai-small|Mercury", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Mercury as the top banking platform."}, {"id": "mai-20260918-0023-calibration_b|c228-m2|xai-small|Brex", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives based on priorities: Brex | You prioritize high-limit cards + spend rewards"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|xai-small|Ramp", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ramp | Spend control/automation is key"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|xai-small|Relay", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Relay | You need granular cash organization"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|xai-small|Rho", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Rho | Full-stack treasury + AP for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|xai-small|Chase", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional banks like Chase or Bluevine work if you need branches/cash deposits"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|xai-small|Bluevine", "prompt": "c228-m2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Traditional banks like Chase or Bluevine work if you need branches/cash deposits"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|zai-small|Mercury", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### 1. The Best for Tech-Forward Operations: **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|zai-small|Relay", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best for Team Structure & Accounting: **Relay**"}, {"id": "mai-20260918-0023-calibration_b|c228-m2|zai-small|Brex", "prompt": "c228-m2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Best for Spend Management & Yield: **Brex**"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Bluevine", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Currently one of the most popular choices for high-interest checking. They frequently offer one of the highest Annual Percentage Yields (APY)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Novo", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly rated for its user interface and integration capabilities."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Relay Financial", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unique in its \"multi-account\" feature."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Loyalty Business Banking", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Loyalty Business Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Similar to Bluevine, they offer high-yield checking but differentiate with \"Cash Back\" rewards"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Chase", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "The market leader in business banking. Their \"Commercial Simple\" package is the standard for many small businesses."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Bank of America (BofA)", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America (BofA)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A strong option if you already have personal finances at BofA."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Wells Fargo", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Cons: Historically mixed reputation regarding customer service; heavy-handed fee structures"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Mercury", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Built specifically for VC-backed startups."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|alibaba-small|Fundbox", "prompt": "c228-m3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Fundbox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "While technically a lender, their business checking account is designed for cash flow management"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|Chase", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Chase is ideal for retail stores, restaurants, and local service providers who handle physical currency daily with the largest branch and ATM network in the U.S."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|Bank of America", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bank of America's Business Advantage checking is best for established LLCs that want to unlock tiered rewards"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|Regions", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Regions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "making it one of the most robust small business banks"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|Mercury", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mercury fits tech startups, and is a banking platform designed for technology startups and VC-backed businesses."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|Relay", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Relay stands out for multi-account cash flow"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|Bluevine", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bluevine delivers high-yield checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|Airwallex", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Airwallex allows you to hold balances in 20+ currencies and send transfers to 120+ countries at competitive rates"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|anthropic-small|U.S. Bank", "prompt": "c228-m3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Traditional banks like U.S. Bank provide physical branch access and in-person services"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|Chase", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "branch access and full-service banking** point to **Chase** and **Bank of America**"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|Bank of America", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "point to **Chase** and **Bank of America**"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|Bluevine", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Digital-first business checking with strong APY/yield positioning"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|Mercury", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Built for online-first companies, with business account management tools and startup-friendly features"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|Relay", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong sub-accounts, budgeting, and bookkeeping integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|nbkc", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "nbkc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Simple fee structure and online convenience, with fewer bells and whistles than some rivals"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|Found", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Emphasizes contractor payments, tax savings, bookkeeping, and 1099 support"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|Grasshopper", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Focuses on earning rewards on balances/spend rather than branch banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|U.S. Bank Business Essentials", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More traditional bank option with a free-checking angle"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|challenger-small|American Express Business Checking", "prompt": "c228-m3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "American Express Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Stands out for round-the-clock customer support rather than branch depth"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Mercury", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** — Best for tech startups and venture-funded companies ... FDIC insurance up to **$5 million** — the highest protection of the online group"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Bluevine", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Bluevine** — Best for earning interest and cash-based businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Novo", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Novo** — Best for freelancers, solopreneurs, and service businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Relay", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Relay** — Best for budgeting and team expense management"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|NBKC", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "NBKC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**NBKC:** simple, fully no-fee banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Grasshopper", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Grasshopper:** high APY + cashback rewards"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Found", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Found:** best for freelancers and self-employed professionals"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Chase Business Complete Banking", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for branch access and scalability"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Capital One Business Checking", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for ATM access and digital convenience"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|Axos Bank", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Best overall value/rates among online-traditional hybrids"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|deepseek-small|U.S. Bank", "prompt": "c228-m3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Go with a traditional bank like **Chase** or **U.S. Bank**"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|google-small|Chase", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Chase remains the premier traditional business bank in the U.S."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|google-small|Mercury", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mercury is the undisputed standard for venture-backed and digital-first startups."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|google-small|Bluevine", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine bridges the gap between digital-first banking and yield generation."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|google-small|Relay", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Relay is built specifically around back-office financial organization."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|google-small|Novo", "prompt": "c228-m3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Novo is likely your best starting point."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|American Express Business Checking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "American Express Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top providers include American Express Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Axos Business Premium Savings Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Business Premium Savings Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Axos Business Premium Savings Account"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Bank of America Business Advantage Fundamentals Banking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America Business Advantage Fundamentals Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bank of America Business Advantage Fundamentals Banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Bluevine Business Checking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Bluevine Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Chase Business Complete Banking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Chase Business Complete Banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Found Small Business Banking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Found Small Business Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Found Small Business Banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Grasshopper Innovator Business Checking Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Grasshopper Innovator Business Checking Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Grasshopper Innovator Business Checking Account"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Mercury Business Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury Business Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Mercury Business Account"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|nbkc Business Account", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "nbkc Business Account", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "nbkc Business Account"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|meta-small|Relay Business Checking", "prompt": "c228-m3", "model": "meta-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "and Relay Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|minimax-small|Chase Business Complete Banking", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Best for: Businesses needing in-person banking with nationwide branch network"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|minimax-small|Bank of America Business Checking", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Best for: Businesses that already bank with Bank of America"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|minimax-small|Bluevine Business Checking", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Standout feature: High-yield APY (up to 3.00% on balances)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|minimax-small|Novo Business", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for: Simple, single-tier online business banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|minimax-small|Airwallex", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for: Businesses with international transactions"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|minimax-small|Found", "prompt": "c228-m3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Small businesses wanting all-in-one banking and accounting"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|Revolut Business", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Revolut Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Strengths:** Highest customer satisfaction (4.9/5), 97% would recommend, praised for innovation and new features."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|TSB (UK High Street Bank)", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "TSB (UK High Street Bank)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "High customer satisfaction (4.7/5), 97% would recommend, offers free business banking for an initial period."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|Chase", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Businesses needing in-person banking and broad access to branches."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|Bluevine", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Competitive APY on balances, domestic line of credit, simple digital banking."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|Axos Bank", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for ATM access, up to 1.01% APY, low monthly fees."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|Found", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Built-in bookkeeping and quarterly tax automation"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|Relay", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Up to 50 sub-accounts, deep Xero/QuickBooks sync, profit-first focus."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|Airwallex", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Multi-currency accounts (20+), local payment rails, 2% cashback on USD spend."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|mistral-small|American Express Business Checking", "prompt": "c228-m3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "American Express Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "24/7 customer support, up to 1.30% APY."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|moonshot-small|Chase Business Complete Banking", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Best for:** Cash-heavy businesses, those wanting in-person service and integrated payment processing"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|moonshot-small|Bank of America Business Advantage Fundamentals", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America Business Advantage Fundamentals", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Best for:** Businesses wanting loyalty rewards and relationship banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|moonshot-small|Wells Fargo Initiate Business Checking", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo Initiate Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Entrepreneurs wanting low opening balance ($25) and personalized card features"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|moonshot-small|Novo", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Businesses wanting straightforward, no-frills online banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|moonshot-small|Bluevine", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Businesses needing access to credit and financing"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|moonshot-small|Found", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Best for:** Freelancers and small businesses wanting all-in-one financial management"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|moonshot-small|Airwallex", "prompt": "c228-m3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Businesses with international operations"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|openai-small|Chase Business", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need branches and cash deposits?** Chase, Bank of America, or Wells Fargo."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|openai-small|Bank of America Business", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for:** small businesses that want a traditional bank with a low-cost starter option"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|openai-small|Wells Fargo Business", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "generally stronger for businesses with lots of cash deposits and branch transactions"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|openai-small|Capital One Business", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Want a middle ground with strong online tools from a traditional bank?** Capital One."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|openai-small|Bluevine", "prompt": "c228-m3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want mostly digital banking with better yield?** Bluevine."}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Bluevine", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Bluevine** | Fintech (Coastal Community Bank) | $0 (Standard) ... High interest + lending"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Novo", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Novo** | Fintech | $0 | None | Simple checking ... Solo entrepreneurs, no-fee basics"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Chase", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Chase** | Traditional ... In-person banking, cash-heavy businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Mercury", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Mercury** | Fintech | $0 ... Best For Startups, tech/international"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Capital One", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Capital One** | Traditional/Hybrid | $15 (waivable)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Axos Bank", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Axos Bank** | Online Bank | $0 | High on savings (varies)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|U.S. Bank", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Traditional (Chase, Capital One, U.S. Bank)**: Branch access, cash handling"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Relay", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Airwallex/Relay shine for multi-currency/FX (low rates, 20+ currencies)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Airwallex", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Airwallex/Relay shine for multi-currency/FX"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Starling Bank", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Starling Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Starling Bank** | Digital | £0 | Free UK transfers/ATMs ... All-round free, app service"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Tide", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Tide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Tide** | Fintech | £0 (basic) ... Sole traders, digital tools"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Monzo Business", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Monzo Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Monzo Business** | Digital ... User experience, freelancers"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|HSBC", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**HSBC** | Traditional | £0 (small biz single) ... Startups needing advice/loans"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Barclays", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Barclays", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Barclays/Lloyds** | Traditional | £0-£10 (often free year 1)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Lloyds", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Lloyds", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Barclays/Lloyds** | Traditional | £0-£10 (often free year 1)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|NatWest", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "NatWest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "**Traditional (HSBC, Barclays, Lloyds, NatWest)**: Free periods, branches"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|xai-small|Wise", "prompt": "c228-m3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "International: Airwallex/Wise for multi-currency (low FX, 20-40 currencies)"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|JPMorgan Chase", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Large Enterprise** | JPMorgan Chase, Citibank"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Bank of America", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mid-Sized Business** | Bank of America, PNC"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Wells Fargo", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Wells Fargo** | Wide branch coverage, business credit products"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Citibank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Citibank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Large Enterprise** | JPMorgan Chase, Citibank"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|TD Bank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "TD Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**TD Bank** | Convenient hours, business credit cards"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|U.S. Bank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**U.S. Bank** | Strong community relationships, flexible lending"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|PNC Bank", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "PNC Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Mid-Sized Business** | Bank of America, PNC"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Fifth Third", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Fifth Third", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Fifth Third** | Competitive fees, local focus"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Capital One", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Capital One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Growing Company** | Chase Business, Capital One"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Chase Business Complete Checking", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Integration with Chase Pay, excellent mobile app"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Axos Business Banking", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Freelancer/Consultant** | Axos, Novo"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Novo", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "**Startup/Small Business** | Novo, Brex, Ramp"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Brex", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "**Startup/Small Business** | Novo, Brex, Ramp"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Ramp", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "**Ramp** | Smart spend controls, 1.5% cashback"}, {"id": "mai-20260918-0023-calibration_b|c228-m3|zai-small|Brexit", "prompt": "c228-m3", "model": "zai-small", "cat": "business-banking", "variant": "comparative", "raw": "Brexit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "**Brexit** | Strong business tools, seamless integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|alibaba-small|Axos Bank Basic Business Checking", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Bank Basic Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Strict Budgets: **Axos Bank Basic Business Checking**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|alibaba-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Earning Interest: **Bluevine Business Checking**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|alibaba-small|Mercury", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Digital-Only Option: **Mercury** or **Relay Financial**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|alibaba-small|Relay Financial", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Relay:** Offers unlimited free domestic wires and free cash deposits"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|alibaba-small|U.S. Bank Business Essentials", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Traditional Bank Option: **U.S. Bank Business Essentials**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|alibaba-small|Monzo", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "digital-first neobanks common in your region (such as **Monzo** or **Revolut Business** in the UK/Europe)"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|alibaba-small|Revolut Business", "prompt": "c228-m4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Revolut Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "such as **Monzo** or **Revolut Business** in the UK/Europe"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|anthropic-small|American Express Business Checking", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "lack of monthly fees and NSF or overdraft fees, making it an excellent choice for budget-conscious businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|anthropic-small|Relay", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "free online banking platform offers unlimited fee-free transactions, along with free incoming wires and low-cost outgoing wires"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|anthropic-small|Axos Basic Business Checking", "prompt": "c228-m4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Basic Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "eliminates the monthly maintenance fees, minimum balance requirements, and transaction limits"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|challenger-small|Bluevine", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine** often the best overall pick for fee-conscious businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|challenger-small|nbkc Business Account", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "nbkc Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**nbkc** a strong choice for free business checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|challenger-small|Mercury", "prompt": "c228-m4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for digital-first startups:** **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Bluevine", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine** or **Novo** are the safest picks — truly free, no minimums, unlimited transactions, and FDIC-insured."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Novo", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bluevine** or **Novo** are the safest picks"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Found", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Found** if you want built-in bookkeeping and tax tools"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Relay", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Relay** (Starter tier) — unlimited transactions, free sub-accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Mercury", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "or **Mercury** if you expect international payments/wires"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|American Express Business Checking", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "no monthly fee, no minimum deposit, 1.3% APY"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|NorthOne", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "NorthOne", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**NorthOne** — no monthly fee, no minimum, no overdraft or transaction fees"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|nbkc", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "nbkc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**nbkc** — no fees at all, $300 opening bonus"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|U.S. Bank", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**U.S. Bank** — Essential Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Huntington", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Huntington", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Huntington** — Business Checking 100"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Truist", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Truist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Truist** — Simple Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Citizens", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Citizens", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Citizens** — Clearly Better Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Axos Basic", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Basic", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 13, "ev": "**Avoid accounts like Axos Basic** if your balance will stay low — it charges ~$10/month unless you keep $5,000."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Qonto", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "great free options include **Qonto, Finom, N26 Business, and Holvi**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Finom", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Finom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "great free options include **Qonto, Finom, N26 Business, and Holvi**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|N26 Business", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "N26 Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "great free options include **Qonto, Finom, N26 Business, and Holvi**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|deepseek-small|Holvi", "prompt": "c228-m4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Holvi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "great free options include **Qonto, Finom, N26 Business, and Holvi**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|google-small|Found", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Solopreneurs & Freelancers (Saves on Bookkeeping): **Found** ... one of the most budget-friendly options"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|google-small|Novo", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for Simple, Hassle-Free Banking: **Novo** ... gold standard for straightforward, fee-free business checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|google-small|Relay", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Cash-Flow Budgeting (Multiple Sub-Accounts): **Relay**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|google-small|Bluevine", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Earning Passive Income (Interest): **Bluevine**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|google-small|Mercury", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Startups & Online Businesses (Free Wires): **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|google-small|Chase Business Complete Banking", "prompt": "c228-m4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best if You Need Physical Branch Access ... $15 monthly fee, but it is **easily waived**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|meta-small|Monzo Business Lite", "prompt": "c228-m4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo Business Lite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some options to consider include Monzo Business Lite, American Express Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|meta-small|American Express Business Checking", "prompt": "c228-m4", "model": "meta-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Some options to consider include Monzo Business Lite, American Express Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Bluevine Business Checking** – $0, 2% APY on up to $250 k, free ATM network, cash‑deposit options (fee‑based)."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Relay Business Banking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Relay** or **Mercury** – both $0, no minimum, free ACH/wires, excellent software integration."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|NBKC Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "50 free ATM transactions per month, ATM fee refunds, freeACH & wires, good mobile app"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Axos Bank Basic Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Bank Basic Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Unlimited ATM transactions, free ACH & wires, optional cash‑deposit service (via Green Dot)"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Mercury Business Banking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury Business Banking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "**Relay** or **Mercury** – both $0, no minimum, free ACH/wires, excellent software integration."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|U.S. Bank – Essential Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank – Essential Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**U.S. Bank Essential Business Checking** (waived at $5 k)"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Huntington Bank – Business Checking 100", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Huntington Bank – Business Checking 100", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Huntington Business Checking 100** (waived at $1 k)"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Truist – Simple Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Truist – Simple Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Unlimited ACH, 200 free items per month, cash‑deposit discounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Citizens Bank – Clearly Better Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Citizens Bank – Clearly Better Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Free transactions up to 200/month, ATM refunds, business‑loan options"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|minimax-small|Digital Federal Credit Union (DCU) – Free Business Checking", "prompt": "c228-m4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Digital Federal Credit Union (DCU) – Free Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**DCU Free Business Checking** – $0, unlimited ACH, free ATMs."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Qonto Starter", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto Starter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with Qonto Starter, Finom Solo, or Axos Bank Basic Business Checking for a permanently free account"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Finom Solo", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Finom Solo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with Qonto Starter, Finom Solo, or Axos Bank Basic Business Checking for a permanently free account"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|FYRST BASE", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "FYRST BASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "other permanently free options for basic business banking needs"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|N26 Business Standard", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "N26 Business Standard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "other permanently free options for basic business banking needs"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Kontist Free", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Kontist Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "other permanently free options for basic business banking needs"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Holvi Flex", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Holvi Flex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "other permanently free options for basic business banking needs"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Vivid Business Free Start", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Vivid Business Free Start", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "other permanently free options for basic business banking needs"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Axos Bank Basic Business Checking", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Bank Basic Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 8, "ev": "Considered the best overall free business bank account, with no monthly maintenance fee"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "If you want interest on your balance, consider Bluevine or American Express Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|American Express Business Checking", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you want interest on your balance, consider Bluevine or American Express Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|U.S. Bank Business Essentials", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "If you need physical branches, U.S. Bank Business Essentials and Citizens Clearly Better offer no monthly fees"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Citizens Clearly Better", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Citizens Clearly Better", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "offer no monthly fees but do have some minimum balance or opening deposit requirements"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|Airwallex", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "For international transactions or multi-currency accounts, Airwallex and OFX Global Business Account are strong choices"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|mistral-small|OFX Global Business Account", "prompt": "c228-m4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "OFX Global Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "For international transactions or multi-currency accounts, Airwallex and OFX Global Business Account are strong choices"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|moonshot-small|Axos Bank Basic Business Checking", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Bank Basic Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Rated best overall; unlimited transactions; fee-free wire transfers"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|moonshot-small|NBKC Bank Business Checking", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Bank Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for startups; full-service online banking; no minimums"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|moonshot-small|Mercury", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a tech startup: Mercury or Brex"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|moonshot-small|Brex Business Account", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Brex Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Unlimited transactions; treasury accounts earn up to 3.69% APY"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|moonshot-small|Chase Business Complete Banking®", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Banking®", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "$15/month fee, but it's waivable"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|moonshot-small|BMO Digital Business Checking", "prompt": "c228-m4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "BMO Digital Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Low-fee online banking with a $100 minimum opening deposit."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|openai-small|U.S. Bank Business Essentials", "prompt": "c228-m4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best budget choice with branches:** **U.S. Bank Business Essentials**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|openai-small|nbkc Business Account", "prompt": "c228-m4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "nbkc Business Account", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best cheapest choice:** **nbkc** or **Bluevine**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|openai-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best cheapest choice:** **nbkc** or **Bluevine**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|openai-small|Chase Business Complete Banking", "prompt": "c228-m4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it has a **$15 monthly fee** unless you meet waiver conditions. That makes it less ideal on a tight budget"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|openai-small|Bank of America Business Advantage Fundamentals", "prompt": "c228-m4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America Business Advantage Fundamentals", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "after that you generally need to meet requirements to avoid the monthly fee"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Mercury", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Overall pick for tight budgets**: **Mercury** or **Bluevine**—both $0 entry, scalable for growth"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Bluevine Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Overall pick for tight budgets**: **Mercury** or **Bluevine**"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Novo", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$0 fees; unlimited ACH/checks; ATM fee refunds; Stripe/PayPal integrations."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|NBKC Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "$0 fees; unlimited free transactions; free incoming wires/domestic ATM"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Axos Basic Business Checking", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Basic Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$1,000 min opening in some plans; overdraft fees possible."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|U.S. Bank Business Essentials", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "work if you need branches/cash deposits, but online options save more"}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Bank of America", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traditional banks like ... Bank of America (waivable fees) work if you need branches/cash deposits, but online options save more."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Tide", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Tide", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "£0 base fee; free transfers (limited); app-based; accounting integrations."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Starling Bank", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Starling Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Need cash? U.S. Bank or Starling."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Monzo Lite", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Fully free entry; good for startups."}, {"id": "mai-20260918-0023-calibration_b|c228-m4|xai-small|Mettle", "prompt": "c228-m4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Mettle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Fully free entry; good for startups."}, {"id": "mai-20260918-0023-calibration_b|c228-m5|alibaba-small|Ramp", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Fintechs/Hybrids (e.g., Ramp, Brex, Mercury): Excellent for spend management and user experience, but often lack the deep treasury tools"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|alibaba-small|Brex", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Fintechs/Hybrids (e.g., Ramp, Brex, Mercury): Excellent for spend management ... but often lack the deep treasury tools or local relationship support"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|alibaba-small|Mercury", "prompt": "c228-m5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fintechs/Hybrids (e.g., Ramp, Brex, Mercury): ... often lack the deep treasury tools or local relationship support required for complex mid-market operations"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|Ramp", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "corporate cards with robust expense management integration (like Ramp, Brex, or the bank's proprietary system)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|Brex", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "corporate cards with robust expense management integration (like Ramp, Brex, or the bank's proprietary system)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|JPMorgan Chase", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "JPMorgan Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tier 1 national banks** (e.g., JPMorgan Chase, Bank of America, Citi) for international scale"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|Bank of America", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Tier 1 national banks** (e.g., JPMorgan Chase, Bank of America, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|Citi", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Citi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Tier 1 national banks** (e.g., JPMorgan Chase, Bank of America, Citi)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|Fifth Third", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Fifth Third", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "regional commercial banks** (e.g., Fifth Third, PNC, KeyBank) which often provide more personalized service and better credit terms for mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|PNC", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "regional commercial banks** (e.g., Fifth Third, PNC, KeyBank)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|google-small|KeyBank", "prompt": "c228-m5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "KeyBank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "regional commercial banks** (e.g., Fifth Third, PNC, KeyBank)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|minimax-small|Chase", "prompt": "c228-m5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider **both large national banks (Chase, Bank of America, Wells Fargo)** and **regional banks/credit unions**"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|minimax-small|Bank of America", "prompt": "c228-m5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "consider **both large national banks (Chase, Bank of America, Wells Fargo)**"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|minimax-small|Wells Fargo", "prompt": "c228-m5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider **both large national banks (Chase, Bank of America, Wells Fargo)**"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|moonshot-small|Chase", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "traditional banks (Chase, Bank of America, Wells Fargo) often compete with newer digital-first platforms"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|moonshot-small|Bank of America", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "traditional banks (Chase, Bank of America, Wells Fargo) often compete with newer digital-first platforms"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|moonshot-small|Wells Fargo", "prompt": "c228-m5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "traditional banks (Chase, Bank of America, Wells Fargo) often compete with newer digital-first platforms"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Bluevine", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Bluevine, Novo, Mercury (unlimited transactions, integrations)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Novo", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Bluevine, Novo, Mercury (unlimited transactions, integrations)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Mercury", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Bluevine, Novo, Mercury (unlimited transactions, integrations)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Chase Business Complete", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Chase Business Complete", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Chase Business Complete, Bank of America (branches, credit lines)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Bank of America", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Chase Business Complete, Bank of America (branches, credit lines)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Axos Rewards", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Axos Rewards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Axos Rewards, Lili (APY on balances)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Lili", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Axos Rewards, Lili (APY on balances)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|HSBC", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "HSBC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "HSBC, Silicon Valley Bank (SVB) or JPMorgan for treasury tools"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|Silicon Valley Bank (SVB)", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Silicon Valley Bank (SVB)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "HSBC, Silicon Valley Bank (SVB) or JPMorgan for treasury tools"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|JPMorgan", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "JPMorgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "HSBC, Silicon Valley Bank (SVB) or JPMorgan for treasury tools"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|xai-small|DBS", "prompt": "c228-m5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "DBS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "compare locally (e.g., HSBC/DBS in Asia/Europe)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|zai-small|Axos", "prompt": "c228-m5", "model": "zai-small", "cat": "business-banking", "variant": "scale", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Reimburse all out‑of‑network ATMs (e.g., Axos, Navy Federal)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|zai-small|Navy Federal", "prompt": "c228-m5", "model": "zai-small", "cat": "business-banking", "variant": "scale", "raw": "Navy Federal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Reimburse all out‑of‑network ATMs (e.g., Axos, Navy Federal)"}, {"id": "mai-20260918-0023-calibration_b|c228-m5|zai-small|Wise Business", "prompt": "c228-m5", "model": "zai-small", "cat": "business-banking", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look for bulk payment capabilities (e.g., Wise Business, some FinTech platforms)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Wells Fargo", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Consistently ranked among the worst for customer satisfaction... The BBB gives them an \"F\" rating."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Citibank", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequently criticized for poor business support and a lack of transparency regarding fees."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Bank of America", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "A top recipient of CFPB complaints... aggressive fee structures"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Capital One", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "both rank poorly in *complaints per dollar deposited*... freeze accounts without warning"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Discover Bank", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Discover Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "both rank poorly in *complaints per dollar deposited*... freeze accounts without warning"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|HSBC", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Often described by business owners as having the worst customer service for SMEs."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|NatWest", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Frequently accused of abruptly freezing accounts (\"de-risking\") without prior notice"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|TSB", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "TSB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Rated poorly for lacking essential modern business features."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Santander UK", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Receives regular warnings about unexpected account freezes and sudden changes to terms of service"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Navy Federal", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Navy Federal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Credit Unions:** Non-profit status usually means lower fees and better customer service (e.g., Navy Federal if eligible"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Bluevine", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Providers like **Bluevine**, **Novo**, or **Lili** (in the US) are built specifically for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Novo", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 12, "ev": "Providers like **Bluevine**, **Novo**, or **Lili** (in the US) are built specifically for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|alibaba-small|Lili", "prompt": "c228-m6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Lili", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "Providers like **Bluevine**, **Novo**, or **Lili** (in the US) are built specifically for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|anthropic-small|Wells Fargo", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Wells Fargo is the worst bank overall, with a high percentage of unresolved complaints and loss of Better Business Bureau accreditation."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|anthropic-small|Citibank", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Citibank has a string of high-profile cases involving operational chaos and regulatory fines."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|anthropic-small|Bank of America", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Bank of America has the most complaints overall, but is also facing $250 million in fines over alleged double-dipping schemes."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|anthropic-small|Capital One Financial Corp.", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One Financial Corp.", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Capital One Financial Corp. has over 15,000 customer complaints on the Better Business Bureau in the last three years alone."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|anthropic-small|Citizens", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Citizens", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "The CFPB alleged Citizens failed to manage and respond to credit disputes and to refund finance charges and fees."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|anthropic-small|Fifth Third Bank", "prompt": "c228-m6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Fifth Third Bank is a large consumer bank with concerns over delays in processing deposits and unresponsive customer service."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|challenger-small|Wells Fargo", "prompt": "c228-m6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "consumer-review roundups repeatedly flag **Wells Fargo** as one of the worst-rated banks in the U.S., and business-account review sites also say they do not recommend it for business banking"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|challenger-small|NatWest Bankline", "prompt": "c228-m6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest Bankline", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "some reviewers explicitly caution against **NatWest Bankline** for business banking based on customer-service experiences"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|Mercury", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "~15.4 negative reviews per month, with closures/withdrawals dominating its negative feedback"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|Relay", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "~13.3 negative reviews/month, with 51% of its negatives related to account closures"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|BlueVine", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "BlueVine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "~13.2 negative reviews/month; 44% of negatives relate to closures"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|JPMorgan Chase", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Reported the highest volume of improper account closures (1,423) and denials (443)... money being frozen without warning"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|Wells Fargo", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Carries an \"F\" BBB rating and a long-running fake-accounts scandal"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|Bank of America", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "High complaint volume for closures (988) and denials (584)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|Citigroup", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Citigroup", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Also among the top four for debanking complaints"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|Santander UK", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Rated \"Bad\" (~1.5/5 on Trustpilot), with complaints about account freezes"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|deepseek-small|NatWest", "prompt": "c228-m6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Rated \"Bad\" (~1.4/5), with complaints about frozen business accounts without notice"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|google-small|Evolve Bank & Trust", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Evolve Bank & Trust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Evolve Bank & Trust (Avoid or Use with Extreme Caution):**"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|google-small|Wise Business", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wise Business", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "\"Virtual Address\" Users & Wise Business / Mercury / Relay (Caution)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|google-small|Mercury", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Fintechs like Mercury, Wise, and Relay are excellent, popular choices ... these platforms may freeze your account overnight with zero warning."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|google-small|Relay", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Fintechs like Mercury, Wise, and Relay are excellent, popular choices ... may freeze your account overnight"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|google-small|Wells Fargo", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Traditional \"Mega-Banks\" with Predatory Fee Structures (Avoid) ... Wells Fargo is particularly difficult for very small businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|google-small|Bank of America (BofA)", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America (BofA)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "they are notoriously unforgiving to small businesses ... BofA can quickly become an expensive partner"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|google-small|Citibank", "prompt": "c228-m6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Citi's automated systems have a reputation for flagging the transaction and freezing the account"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|meta-small|Tide", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Tide", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "some users have had negative experiences with Tide"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|meta-small|Wells Fargo", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Wells Fargo has been known to have questionable financial practices"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|meta-small|Credit One", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Credit One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Credit One has been known to have high fees and poor customer service"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|meta-small|Synchrony Bank", "prompt": "c228-m6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Synchrony Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Synchrony Bank has been known to have high fees and poor customer service"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|mistral-small|Wise (formerly TransferWise)", "prompt": "c228-m6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Wise (formerly TransferWise)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Wise (formerly TransferWise) is a trusted platform for international payments but is not a bank and may close or restrict business accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|Wells Fargo", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "History of account fraud scandals - Poor BBB rating (F)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|Citibank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "85,462 complaints with very high complaint rate (113.08 per $1B) - F rating from BBB"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|Bank of America", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "128,404 complaints (highest volume)... Reports of hidden fees and long hold times"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|Capital One", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Led in CFPB fee complaints despite being 9th largest bank - Aggressive fee structures"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|TD Bank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Recent $3 billion AML fine (2024) - 92% of transactions unmonitored"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|Citizens Bank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Citizens Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "CFPB allegations of failing to manage credit disputes"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|Credit One Bank", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Credit One Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Targeted at poor credit customers but with excessive fees"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|HSBC (Commercial Banking)", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC (Commercial Banking)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Compliance-driven account freezes causing business disruption"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|moonshot-small|Starling Bank (UK)", "prompt": "c228-m6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Starling Bank (UK)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "£29 million fine for inadequate sanctions screening"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Wells Fargo", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with major traditional banks like Wells Fargo... Leads CFPB checking/savings complaints"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Bank of America", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "High complaints (8,353 via CFPB; 128k+ total), A- BBB but frequent fines for deceptive practices"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Citibank", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "85k+ complaints, F BBB, criticized for service failures and regulatory issues"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|JPMorgan Chase", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "JPMorgan Chase", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "9,571 CFPB complaints, low Trustpilot business scores (e.g., 1.3/5), with reports of account freezes and bad support"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Capital One", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "High complaint volume per deposits, though better BBB (A+)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Santander", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Santander", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "In the UK, watch out for Santander, NatWest, and TSB business accounts—Trustpilot shows \"Bad\" ratings"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|NatWest", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "In the UK, watch out for Santander, NatWest, and TSB business accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|TSB", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "TSB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "In the UK, watch out for Santander, NatWest, and TSB business accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Found", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Found", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Some fintechs like Found and Airwallex have red flags too: F BBB ratings due to unresolved complaints"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Airwallex", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Airwallex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Some fintechs like Found and Airwallex have red flags too: F BBB ratings"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Novo", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "consider alternatives like credit unions, online banks (e.g., Novo, Bluevine)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|xai-small|Bluevine", "prompt": "c228-m6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "consider alternatives like credit unions, online banks (e.g., Novo, Bluevine)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Wells Fargo", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** banks with the highest unresolved complaint rates and F‑grade BBB ratings (e.g., Wells Fargo, Citibank)."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Citibank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** banks with the highest unresolved complaint rates and F‑grade BBB ratings (e.g., Wells Fargo, Citibank)."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Bank of America", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The volume of unresolved complaints and high complaint-per-deposit ratios suggest ongoing service and operational issues."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Capital One", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "high complaint-per-deposit ratios suggest ongoing service and operational issues"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Discover Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Discover Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "high complaint-per-deposit ratios suggest ongoing service and operational issues"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Fifth Third Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "high complaint-per-deposit ratios suggest ongoing service and operational issues"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|PNC Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "PNC Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "high complaint-per-deposit ratios suggest ongoing service and operational issues"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Comerica Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Comerica Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "high complaint-per-deposit ratios suggest ongoing service and operational issues"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Barclays", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Barclays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**Be cautious** with large UK banks (Barclays, HSBC, Lloyds, NatWest, Santander) due to frequent debanking and complaint trends."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Revolut", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "these major UK banks have been among the most complained-about"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|HSBC UK", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC UK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Be cautious** with large UK banks (Barclays, HSBC, Lloyds, NatWest, Santander)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Lloyds Banking Group", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Lloyds Banking Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "**Be cautious** with large UK banks (Barclays, HSBC, Lloyds, NatWest, Santander)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Monzo", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Monzo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "these major UK banks have been among the most complained-about"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|NatWest Group", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "**Be cautious** with large UK banks (Barclays, HSBC, Lloyds, NatWest, Santander)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Santander UK", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "**Be cautious** with large UK banks (Barclays, HSBC, Lloyds, NatWest, Santander)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|TSB", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "TSB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "Banks with Frequent Business Account Closures (\"Debanking\")"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Metro Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Metro Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "Banks with Frequent Business Account Closures (\"Debanking\")"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Handelsbanken", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Handelsbanken", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 18, "ev": "Banks with Frequent Business Account Closures (\"Debanking\")"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|HSBC Australia", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC Australia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 19, "ev": "Fined for allegedly failing to adequately protect customers from scams"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|National Australia Bank (NAB)", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "National Australia Bank (NAB)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 20, "ev": "Sued for allegedly failing to support **345 customers** who applied for hardship assistance."}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Royal Bank of Canada (RBC)", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Royal Bank of Canada (RBC)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 21, "ev": "Frequently rated as one of the worst banks for business accounts and customer service"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|GTBank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "GTBank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 22, "ev": "Ranked among the worst for failed bank transactions in 2024"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|UBA", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "UBA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 23, "ev": "Ranked among the worst for failed bank transactions in 2024"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Zenith Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Zenith Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 24, "ev": "Ranked among the worst for failed bank transactions in 2024"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Silicon Valley Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Silicon Valley Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 25, "ev": "Failed Banks to Avoid (Past 3 Years)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Signature Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Signature Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 26, "ev": "Failed Banks to Avoid (Past 3 Years)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|First Republic Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "First Republic Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 27, "ev": "Failed Banks to Avoid (Past 3 Years)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Heartland Tri-State Bank", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Heartland Tri-State Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 28, "ev": "Failed Banks to Avoid (Past 3 Years)"}, {"id": "mai-20260918-0023-calibration_b|c228-m6|zai-small|Citizens Bank (Sac City, Iowa)", "prompt": "c228-m6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Citizens Bank (Sac City, Iowa)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 29, "ev": "Subject to FDIC \"Failed Bank Review\" with material losses."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|alibaba-small|BlueVine", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "BlueVine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **BlueVine** if you want to earn interest on your cash reserves."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|alibaba-small|Mercury", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with **Mercury** if you are a tech-based business wanting perfect software integration."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|alibaba-small|Airwallex", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **Airwallex** if you have international clients or suppliers."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|alibaba-small|Relay Financial", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Relay is excellent for smaller teams that need strict controls over spending"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|alibaba-small|U.S. Bank Business Essentials", "prompt": "c228-s1", "model": "alibaba-small", "cat": "business-banking", "variant": "direct", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best Traditional Option (Branch Access)... despite lower digital convenience."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|anthropic-small|Chase Business Banking", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you need physical branch access, go with a major bank (Chase, Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|anthropic-small|Bank of America Business", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need physical branch access, go with a major bank (Chase, Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|anthropic-small|Square Cash for Business", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Square Cash for Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're online-first and want minimal fees, consider Mercury or Square Cash"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|anthropic-small|Mercury", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're online-first and want minimal fees, consider Mercury or Square Cash"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|anthropic-small|Brex", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want rewards and growth-focused features, Brex might work"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|anthropic-small|Lemonade", "prompt": "c228-s1", "model": "anthropic-small", "cat": "business-banking", "variant": "direct", "raw": "Lemonade", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Lemonade** - Lower cost option for very small businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|challenger-small|Rho", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is **Rho** if you care about operational controls"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|challenger-small|Bluevine", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Bluevine** if your priority is a straightforward low-fee checking account with interest"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|challenger-small|Mercury", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury** for startups that want fast online banking and strong automation"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|challenger-small|Chase Business Complete Banking", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a traditional bank like **Chase Business Complete Banking** is more suitable because it offers physical branches and ATMs"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|challenger-small|Found", "prompt": "c228-s1", "model": "challenger-small", "cat": "business-banking", "variant": "direct", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Found** is highlighted for contractor management and 1099 e-filing"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|Mercury", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mercury** (free wires/ACH) or **Relay** (better budgeting) are excellent starting points"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|Relay", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Mercury** (free wires/ACH) or **Relay** (better budgeting) are excellent starting points"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|Bluevine", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you keep a meaningful cash balance, **Bluevine** lets you earn interest on it."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|Novo", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're a solo founder who lives on invoices, **Novo** is hard to beat."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|U.S. Bank Business Essentials", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traditional banks** (if you need branches or cash deposits): U.S. Bank Business Essentials"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|NBKC", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "NBKC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "NBKC, Axos, and Truist all offer free business checking with no monthly fee."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|Axos", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NBKC, Axos, and Truist all offer free business checking with no monthly fee."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|deepseek-small|Truist", "prompt": "c228-s1", "model": "deepseek-small", "cat": "business-banking", "variant": "direct", "raw": "Truist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "NBKC, Axos, and Truist all offer free business checking with no monthly fee."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|google-small|Mercury", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury: Best Overall for Tech, SaaS, and Digital-First B2Bs ... **Mercury** is widely considered the gold standard."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|google-small|Relay", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Relay: Best for Agencies, Service Providers, and Budgeting ... **Relay** is highly recommended."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|google-small|Rho", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Rho: Best for Growing Teams Needing AP Automation ... **Rho** is a powerhouse."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|google-small|Wise Business", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for International B2B & Global Clients ... **Wise Business** is an indispensable tool."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|google-small|Chase Business Complete", "prompt": "c228-s1", "model": "google-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Local / Brick-and-Mortar** | **Chase Business Complete** | Nationwide branch access"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|meta-small|Bluevine", "prompt": "c228-s1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Bluevine: Considered the best all-round free account for online-first small businesses, with $0 fee, unlimited transactions"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|meta-small|Monzo Business Lite", "prompt": "c228-s1", "model": "meta-small", "cat": "business-banking", "variant": "direct", "raw": "Monzo Business Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Recommended as the best business current account for small businesses in the UK."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|minimax-small|Mercury", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B company, I'd suggest starting with **Mercury** (if in the US) or **Relay** if you need multiple accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|minimax-small|Bluevine", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for**: Online businesses - High-yield interest (up to 3.5% APY on certain balances), unlimited transactions"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|minimax-small|Relay", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "starting with **Mercury** (if in the US) or **Relay** if you need multiple accounts for different budget lines or clients"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|minimax-small|Monzo Business", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Monzo Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Monzo Business**: Great for small B2B"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|minimax-small|Starling Bank", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Starling Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Starling Bank**: Excellent for international transactions"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|minimax-small|Finom", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "Finom", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Finom**: Popular for freelancers and small B2B"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|minimax-small|N26 Business", "prompt": "c228-s1", "model": "minimax-small", "cat": "business-banking", "variant": "direct", "raw": "N26 Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**N26 Business**: Fully digital"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Bluevine", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**US:** Bluevine, Novo, Mercury (digital-first, low fees)"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Relay", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "are frequently recommended for their $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Novo", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**US:** Bluevine, Novo, Mercury (digital-first, low fees)"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Mercury", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**US:** Bluevine, Novo, Mercury (digital-first, low fees)"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Found", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "are frequently recommended for their $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Lili", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "are frequently recommended for their $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Grasshopper", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "are frequently recommended for their $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|U.S. Bank's Business Essentials", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "U.S. Bank's Business Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "are frequently recommended for their $0 monthly fees and no minimum balance requirements"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Monzo Business Lite", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Monzo Business Lite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Monzo Business Lite** is often cited as the best for small businesses due to its user-friendly app, low fees, and good customer service."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Starling Business", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Starling Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**UK:** Monzo Business Lite, Starling Business, Revolut Business (digital, low fees, good app experience)"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|mistral-small|Revolut Business", "prompt": "c228-s1", "model": "mistral-small", "cat": "business-banking", "variant": "direct", "raw": "Revolut Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**UK:** Monzo Business Lite, Starling Business, Revolut Business (digital, low fees, good app experience)"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|moonshot-small|Bluevine", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine** or **Novo** are likely your best bets"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|moonshot-small|Novo", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Bluevine** or **Novo** are likely your best bets"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|moonshot-small|Mercury", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mercury** \\u2013 Best for Tech-Forward Startups"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|moonshot-small|Found", "prompt": "c228-s1", "model": "moonshot-small", "cat": "business-banking", "variant": "direct", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Found** \\u2013 Best for All-in-One Solution"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|openai-small|Bluevine Business Checking", "prompt": "c228-s1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "a strong default recommendation is: **Bluevine Business Checking** if you're mostly online"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|openai-small|Chase Business Complete Banking", "prompt": "c228-s1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a more traditional bank with stronger in-person support, **Chase Business Complete Banking** is a top pick"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|openai-small|American Express Business Checking", "prompt": "c228-s1", "model": "openai-small", "cat": "business-banking", "variant": "direct", "raw": "American Express Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want high interest on balances and modern online banking: Bluevine or American Express Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|Bluevine Business Checking", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Bluevine** (high interest, easy setup) or **Mercury** (excellent for wires/invoicing)."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|Mercury", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Bluevine** (high interest, easy setup) or **Mercury** (excellent for wires/invoicing)."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|Axos Bank Business Interest Checking", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Business Interest Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "(Forbes top overall) | Interest + no fees | $0 | Up to 1.01%"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|Novo", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Budget B2B freelancers/small teams | $0 | None | Free ACH"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|Chase Business Complete Banking", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**High transactions/cash:** **Capital One** or **Chase**."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|Bank of America", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "suit if you need branches/cash deposits but often have higher fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|PNC", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "suit if you need branches/cash deposits but often have higher fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|xai-small|Capital One", "prompt": "c228-s1", "model": "xai-small", "cat": "business-banking", "variant": "direct", "raw": "Capital One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**High transactions/cash:** **Capital One** or **Chase**."}, {"id": "mai-20260918-0023-calibration_b|c228-s1|zai-small|Chase Business Complete Banking", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "For established businesses:**\n- **Chase** or **Bank of America** - Good balance of features and service"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|zai-small|Bank of America Business Advantage", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Bank of America Business Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Chase** or **Bank of America** - Good balance of features and service"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|zai-small|Axos Bank Business Checking", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Axos Bank Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For high-volume B2B transactions:**\n- **Axos Bank** or **PNC** - Lower fees and strong transaction capabilities"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|zai-small|Ally Business", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Ally Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Monthly fee: $0\n  - No minimum balance\n  - Competitive APY on balances"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|zai-small|Brex", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For startups with <10 employees:**\n- **Brexit** or **Ramp** - Great automation and expense management"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|zai-small|Ramp", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "Ramp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Brexit** or **Ramp** - Excellent integration with other business tools"}, {"id": "mai-20260918-0023-calibration_b|c228-s1|zai-small|PNC", "prompt": "c228-s1", "model": "zai-small", "cat": "business-banking", "variant": "direct", "raw": "PNC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Axos Bank** or **PNC** - Lower fees and strong transaction capabilities"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|alibaba-small|Mercury", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Mercury** if you want the best balance of power and cost."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|alibaba-small|Chase", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "saving you hundreds per month compared to Chase or Wells Fargo"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|alibaba-small|Wells Fargo", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compared to Chase or Wells Fargo"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|alibaba-small|Relay", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Relay** if you find yourself manually moving money between buckets"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|alibaba-small|Novo", "prompt": "c228-s2", "model": "alibaba-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Novo (Best for Simplicity & Early Stage)"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|anthropic-small|Mercury", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Mercury** - Designed specifically for startups, with features like easy integrations, real-time dashboards, and no monthly fees."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|anthropic-small|Stripe", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Stripe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "While primarily a payment processor, it offers banking features through Stripe Treasury"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|anthropic-small|Square for Business", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Square for Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Good if you need both banking and payment processing"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|anthropic-small|Wise Business", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Excellent if you have international B2B transactions, with multi-currency accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|anthropic-small|Brex", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers business checking and credit with features tailored to startups"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|anthropic-small|Chase", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Options like Chase, Bank of America, or community banks still offer business checking accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|anthropic-small|Bank of America", "prompt": "c228-s2", "model": "anthropic-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Options like Chase, Bank of America, or community banks still offer business checking accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|challenger-small|Rho", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Rho** if you want an all-in-one banking platform with **low-cost checking, bill pay, and basic accounts payable tools**"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|challenger-small|Mercury", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Mercury** if you want the best-known **digital-first startup** option with clean workflows and integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|challenger-small|Relay", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Relay** if your main pain point is **cash-flow organization and team spending controls**"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|challenger-small|Bluevine", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Bluevine** if you care most about **earning yield on operating cash**"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|challenger-small|Chase", "prompt": "c228-s2", "model": "challenger-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Chase** if you need **branches, cash deposits, or SBA-loan access**"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|deepseek-small|Mercury", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: **Mercury** (best overall for B2B startups)"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|deepseek-small|Rho", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want an all-in-one platform that combines banking, corporate cards, accounts payable (AP) automation, and treasury"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|deepseek-small|Brex", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your B2B business has global or multi-entity operations (multi-currency cards). Note: less ideal for physical checks."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|deepseek-small|Bluevine", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if you're more cash-heavy and want high-yield on idle balances."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|deepseek-small|Grasshopper", "prompt": "c228-s2", "model": "deepseek-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Grasshopper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers free unlimited ACH and free incoming domestic wires, which suits frequent invoice payments."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|google-small|Mercury", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury: Best Overall for Tech-First & SaaS B2B Startups ... widely considered the gold standard"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|google-small|Relay Financial", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Relay Financial: Best for Bootstrapped B2B Teams & Profit First"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|google-small|Brex", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Brex: Best for Venture-Backed B2B Startups & Global Scaling"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|google-small|Novo", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Novo: Best for Solo B2B Founders & Micro-Agencies"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|google-small|Wise Business", "prompt": "c228-s2", "model": "google-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wise Business: Best for International B2B Startups"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|meta-small|Mercury", "prompt": "c228-s2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury - Known for its polished product, startup-specific workflows like SAFE handling, and credit cards without a personal guarantee."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|meta-small|Rho", "prompt": "c228-s2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Rho - Offers a range of features including cash management, payments, and credit cards."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|meta-small|Relay", "prompt": "c228-s2", "model": "meta-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Relay - Provides a comprehensive guide to online business bank accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|minimax-small|Rho", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Rho** is typically the best balanced choice"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|minimax-small|Mercury", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're early stage and need something simpler with lower barriers, **Mercury** works well too."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|minimax-small|Brex", "prompt": "c228-s2", "model": "minimax-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Brex** - Best if you need credit cards + banking"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|mistral-small|Mercury", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury is highly recommended for B2B startups, especially those looking for a digital-first experience."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|mistral-small|Brex", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best all-around digital banking:** Mercury or Brex"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|mistral-small|Wise Business", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for international payments:** Wise Business or Airwallex"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|mistral-small|Airwallex", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Airwallex is tailored for businesses with international operations"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|mistral-small|Qonto", "prompt": "c228-s2", "model": "mistral-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Qonto", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for European startups:** Qonto"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|moonshot-small|Mercury", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|moonshot-small|Relay", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you use Profit First methodology or need multiple checking accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|moonshot-small|Brex", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you also need high-limit corporate cards and global travel/expense management"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|moonshot-small|Ramp", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If spend control and expense automation are your top priorities"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|moonshot-small|Wise Business", "prompt": "c228-s2", "model": "moonshot-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you invoice internationally in multiple currencies"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|openai-small|Mercury", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **Mercury** as the default first choice."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|openai-small|Brex", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Brex**: best if you want tight spend controls, cards, and expense management more than classic banking"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|openai-small|Relay", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Relay**: good for small businesses that want multiple accounts and cash-flow organization"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|openai-small|Rho", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Rho**: strong if you want both banking-like services and finance operations tools"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|openai-small|Chase", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "better if you want a traditional bank with branches and in-person support"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|openai-small|Bank of America", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "better if you want a traditional bank with branches and in-person support"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|openai-small|Wells Fargo", "prompt": "c228-s2", "model": "openai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "better if you want a traditional bank with branches and in-person support"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|xai-small|Mercury", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Mercury as the top banking platform."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|xai-small|Brex", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong alternatives if Mercury doesn't fit"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|xai-small|Ramp", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More expense platform than full bank."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|xai-small|Relay", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multi-account organization | Up to 3% APY, $3M FDIC"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|xai-small|Bluevine", "prompt": "c228-s2", "model": "xai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High-yield checking | 2%+ APY on checking, sub-accounts, invoicing."}, {"id": "mai-20260918-0023-calibration_b|c228-s2|zai-small|Mercury", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd start with **Mercury** due to its tailored features for tech-forward businesses and competitive pricing"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|zai-small|Relay", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if your primary need is cash flow visibility, **Relay** might be the better choice"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|zai-small|Bluevine", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "if you want interest on your working capital, **Bluevine** stands out"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|zai-small|Chase Business", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Chase Business", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Chase Business** if you need physical branch access"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|zai-small|Copper", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Copper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Copper** (by Brex) if you want integrated spend management"}, {"id": "mai-20260918-0023-calibration_b|c228-s2|zai-small|Northwest", "prompt": "c228-s2", "model": "zai-small", "cat": "business-banking", "variant": "paraphrase", "raw": "Northwest", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Northwest** for high-yield business savings"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|alibaba-small|Mercury", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury is widely considered the standard for startups."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|alibaba-small|Relay Financial", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Relay** if you are manually managing budgets and want to visually separate every dollar"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|alibaba-small|Bluevine", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Bluevine** if you hold significant cash reserves for months at a time"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|alibaba-small|Novo", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best For:** Freelancers, solopreneurs, and simple retail/e-commerce setups."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|alibaba-small|Chase", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Traditional Banks (e.g., Chase, Bank of America) ... traditional banks remain relevant despite higher fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|alibaba-small|Bank of America", "prompt": "c228-s3", "model": "alibaba-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Traditional Banks (e.g., Chase, Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|anthropic-small|Mercury", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury is a banking platform designed for technology startups and VC-backed businesses, with a free tier that includes a business checking account"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|anthropic-small|Bluevine", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Bluevine offers no monthly fees on their Standard plan and combines high-yield business checking"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|anthropic-small|Relay", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Relay is best for small businesses that want to manage cash across multiple accounts with clear budget segmentation"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|anthropic-small|Brex", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Brex is the premier platform for venture-backed startups and fast-growing companies"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|anthropic-small|Chase", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Chase is ideal for retail stores, restaurants, and local service providers who handle physical currency daily"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|anthropic-small|Bank of America", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Bank of America's Business Advantage checking is best for established LLCs that want to unlock tiered rewards"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|anthropic-small|Lili", "prompt": "c228-s3", "model": "anthropic-small", "cat": "business-banking", "variant": "comparative", "raw": "Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Sweep networks now offer up to $3 million FDIC insurance at Lili, Bluevine, and Relay"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|challenger-small|Relay", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Relay** if your team needs **spend controls, budget separation, and shared visibility**."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|challenger-small|Bluevine", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best when you want **high-yield checking** ... often positioned as the overall value pick for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|challenger-small|Mercury", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for **digital-first startups**, with an emphasis on integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|challenger-small|Chase", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Chase** if you need **physical branches, cash deposits, and relationship banking**."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|challenger-small|nbkc", "prompt": "c228-s3", "model": "challenger-small", "cat": "business-banking", "variant": "comparative", "raw": "nbkc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Good for teams that want **straightforward, low-fee banking** without extra frills."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|deepseek-small|Mercury", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Mercury** — Best for startups & tech/finance teams"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|deepseek-small|Relay", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Relay** — Best for small teams needing multi-account budgeting & expense control"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|deepseek-small|Bluevine", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**3. Bluevine** — Best for earning interest + built-in financing"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|deepseek-small|Novo", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**4. Novo** — Best for freelancers & solo operators / very small service teams"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|deepseek-small|Rho", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Rho", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**5. Rho** — Best all-in-one banking + corporate cards + spend management"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|deepseek-small|Chase", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "you'd want to look at a traditional bank (Chase, U.S. Bank, etc.) instead"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|deepseek-small|U.S. Bank", "prompt": "c228-s3", "model": "deepseek-small", "cat": "business-banking", "variant": "comparative", "raw": "U.S. Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "you'd want to look at a traditional bank (Chase, U.S. Bank, etc.) instead"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|google-small|Relay", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Relay: Best for Team Spending Controls & Budgeting ... go with **Relay**"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|google-small|Mercury", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Mercury is the default choice for venture-backed startups... go with **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|google-small|Bluevine", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine: Best for Earning Interest & Accessing Credit"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|google-small|Novo", "prompt": "c228-s3", "model": "google-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Novo\\u2019s user permissions are far less robust than Relay's or Mercury's"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|minimax-small|Bluevine", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose based on your priority—interest (Bluevine), bookkeeping (Found), multi-account management (Relay), or startup features (Mercury)."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|minimax-small|Novo", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Solopreneurs wanting simple workflows"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|minimax-small|Relay", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "multi-account management (Relay)"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|minimax-small|Found", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "bookkeeping (Found)"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|minimax-small|Mercury", "prompt": "c228-s3", "model": "minimax-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "startup features (Mercury)"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|mistral-small|Bluevine", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Bluevine** - Best for: High-yield checking, business lending, and online-first small businesses."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|mistral-small|Novo", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want a simple, fee-free account: **Novo**"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|mistral-small|Found", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need built-in bookkeeping and tax tools: **Found**"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|mistral-small|Relay", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want multi-account cash flow and team controls: **Relay**"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|mistral-small|Mercury", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you're a startup needing fast, digital banking: **Mercury**"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|mistral-small|Chase Business Complete", "prompt": "c228-s3", "model": "mistral-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you need branches and cash deposits: **Chase**"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Mercury", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mercury — Best for Tech Startups & Venture-Backed Companies"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Relay", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Relay — Best for Multi-Account Operations & Small Teams"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Novo", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Novo — Best for Freelancers & Solopreneurs"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Bluevine", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Bluevine — Best All-Around Free Account"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Wise Business", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wise Business — Best for International/Multi-Currency Needs"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Chase Business Complete", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Chase Business Complete — Best for Cash-Heavy Businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Bank of America Business Advantage", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America Business Advantage", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for Higher Transaction Volume"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|moonshot-small|Found", "prompt": "c228-s3", "model": "moonshot-small", "cat": "business-banking", "variant": "comparative", "raw": "Found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Freelancer/solopreneur? → Novo or Found"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|openai-small|Chase", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Need branches, deposits, and in-person support? Choose **Chase** or **Bank of America**."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|openai-small|Bank of America", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "you want a major bank and may benefit from relationship banking"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|openai-small|Bluevine", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Want the lowest-friction online banking? Choose **Bluevine** or **Mercury**."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|openai-small|Mercury", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mercury is especially geared toward **startups and internet businesses**."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|openai-small|Axos", "prompt": "c228-s3", "model": "openai-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Want a hybrid with online tools and some traditional-bank features? Consider **Axos**."}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|Mercury", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "pure digital/high-tech → Mercury/Relay"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|Bluevine", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMBs wanting interest + credit line"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|Relay", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "pure digital/high-tech → Mercury/Relay"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|Novo", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Basic; no interest, lower FDIC; great for e-commerce"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|Chase Business Complete Banking", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Teams needing branches/cash handling | Physical access; higher fees if not waived"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|Axos", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other Notables: Axos (unlimited ATM reimburses)"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|NBKC", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "NBKC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "NBKC (full online w/ no fees)"}, {"id": "mai-20260918-0023-calibration_b|c228-s3|xai-small|Found/Lili", "prompt": "c228-s3", "model": "xai-small", "cat": "business-banking", "variant": "comparative", "raw": "Found/Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Found/Lili (solo w/ taxes/bookkeeping)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|alibaba-small|NBKC Bank Business Checking Account", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Bank Business Checking Account", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you just want simplicity and no risks, start with the **NBKC Bank Business Checking** account."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|alibaba-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Yield Savings: Bluevine Business Checking ... Bluevine is a top contender."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|alibaba-small|Relay Financial", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Financial", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need to segregate funds for different projects, go with **Relay**."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|alibaba-small|Lili Basic Business Checking", "prompt": "c228-s4", "model": "alibaba-small", "cat": "business-banking", "variant": "budget", "raw": "Lili Basic Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Traveling Entrepreneurs: Lili Basic Business Checking ... no foreign transaction fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|anthropic-small|Lili", "prompt": "c228-s4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Lili", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**4. Lili** Lili emphasizes features for growing teams including team logins, expense controls, accountant access"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|anthropic-small|Mercury", "prompt": "c228-s4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Several providers including Lili, Mercury, Bluevine, Relay, and Novo all offer a $0 monthly tier"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|anthropic-small|Bluevine", "prompt": "c228-s4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**1. Bluevine Business Checking** Bluevine offers no required monthly fee, minimum opening deposit, or excess transaction fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|anthropic-small|Relay", "prompt": "c228-s4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Several providers including Lili, Mercury, Bluevine, Relay, and Novo all offer a $0 monthly tier"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|anthropic-small|Novo", "prompt": "c228-s4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Several providers including Lili, Mercury, Bluevine, Relay, and Novo all offer a $0 monthly tier"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|anthropic-small|Truist Bank - Simple Business Checking", "prompt": "c228-s4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "Truist Bank - Simple Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Truist's Simple Business account is designed as a straightforward checking account with no monthly fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|anthropic-small|U.S. Bank - Silver Business Package", "prompt": "c228-s4", "model": "anthropic-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank - Silver Business Package", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "It comes with no monthly fees, 25 free cash deposits and 125 free transactions a month"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|challenger-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine Business Checking** is the strongest all-around pick for small businesses because it has **$0 monthly fees**"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|challenger-small|Mercury", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "best if you want **no monthly fee** plus strong digital tools and no physical branch needs"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|challenger-small|Novo Business Checking", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Novo Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit for **LLCs, sole proprietors, and contractors** looking for simple online banking"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|challenger-small|Relay Business Checking", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "useful if you want **expense management** and budget controls, with low-cost digital banking"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|challenger-small|Found", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "especially good if you need **bookkeeping, contractor payments, and tax tools** in one place"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|challenger-small|Chase", "prompt": "c228-s4", "model": "challenger-small", "cat": "business-banking", "variant": "budget", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Choose a **traditional bank like Chase** only if you need **branches, cash handling, or in-person support**, because those accounts usually cost more."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|BlueVine", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "BlueVine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**BlueVine** is the best overall because it combines $0 fees, unlimited transactions, interest earnings, and no overdraft charges"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|Mercury", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mercury (Best for tech/startups)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|Relay", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need free sub-accounts to manage cash flow, **Relay** is excellent."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|American Express Business Checking", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Also Strong Contenders"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|Novo", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "No hidden fees, free ACH, invoicing tools"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|Founded/Lili", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Founded/Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Built for freelancers/sole proprietors, easy tax tools"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|U.S. Bank Business Essentials", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "if you need in-person branch access, U.S. Bank is your best free option"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|Grasshopper", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Grasshopper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$100 opening deposit, otherwise no monthly fee"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|Qonto", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "surfaced European options (Qonto, N26, Finom) which are relevant if you're based in the UK/EU"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|N26", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "N26", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "European options (Qonto, N26, Finom)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|deepseek-small|Finom", "prompt": "c228-s4", "model": "deepseek-small", "cat": "business-banking", "variant": "budget", "raw": "Finom", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "European options (Qonto, N26, Finom)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|google-small|Novo", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Novo: Best Overall for Simple, Fee-Free Banking ... Novo is a top choice."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|google-small|Found", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Found: Best for Saving Money on Bookkeeping & Tax Software"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|google-small|Bluevine", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bluevine: Best for Earning Passive Interest"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|google-small|Relay", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Relay: Best for Cash Flow and Budgeting ... Relay is the ultimate tool."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|google-small|Chase Business Complete Banking", "prompt": "c228-s4", "model": "google-small", "cat": "business-banking", "variant": "budget", "raw": "Chase Business Complete Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Deal with Physical Cash ... Monthly Fee: $15, but easily waivable."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|NBKC Business Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "NBKC Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**NBKC Business Checking** is probably your best bet because:"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|Axos Bank Basic Business Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Bank Basic Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. **Axos Bank Basic Business Checking**"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. **Bluevine Business Checking**"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|Relay Business Banking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Relay Business Banking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Multiple accounts for different business needs (great for budgeting)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|Mercury Business Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Great for startups and small businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|U.S. Bank Business Essentials", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "$25 monthly fee (may be waived)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|Huntington Bank Business Checking 100", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Huntington Bank Business Checking 100", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "$0-$10/month"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|minimax-small|Truist Simple Business Checking", "prompt": "c228-s4", "model": "minimax-small", "cat": "business-banking", "variant": "budget", "raw": "Truist Simple Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "$0-$12/month"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|mistral-small|Bluevine", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine**: $0 monthly fees, no minimum balance, and offers a competitive APY on balances."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|mistral-small|Relay", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Also $0 monthly fees, no minimum balance, and supports multiple accounts."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|mistral-small|Novo", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "No monthly fees, no minimum balance, and integrates with popular business tools."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|mistral-small|Mercury", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Free for startups and small businesses, no minimum balance"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|mistral-small|Found", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "$0 monthly fees, no minimum balance, and includes built-in invoicing and tax tools."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|mistral-small|Lili", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "Lili", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Free plan available, no minimum balance, and includes expense tracking"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|mistral-small|U.S. Bank Business Essentials", "prompt": "c228-s4", "model": "mistral-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Business Essentials", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "also mentioned as a $0 monthly fee option, though it may require a small opening deposit"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|moonshot-small|BlueVine", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "BlueVine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "### **BlueVine**\n- **Monthly fee:** $0 ... **Standout feature:** Interest-earning checking with no fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|moonshot-small|Mercury", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free domestic wires, up to $5M FDIC insurance via sweep"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|moonshot-small|Relay", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Monthly fee:** $0 (Starter plan) ... Sub-accounts for organizing finances"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|moonshot-small|American Express Business Checking", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "American Express Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Monthly fee:** $0 ... **APY:** 1.30% (up to $500,000)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|moonshot-small|N26 Business Standard", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "N26 Business Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(Europe) - **Monthly fee:** €0 - Free SEPA transfers"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|moonshot-small|Qonto Starter", "prompt": "c228-s4", "model": "moonshot-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "(Europe) - **Monthly fee:** €0 - Free SEPA transactions, digital-first banking"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|openai-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Bluevine** is often a strong all-around choice for a budget-conscious small business."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|openai-small|Found Business Checking", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Found Business Checking", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're a **solo founder or freelancer**: **Found** is often the easiest and cheapest to manage."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|openai-small|Novo", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "good for **digital-first businesses** with no monthly fee and useful integrations"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|openai-small|Relay", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Relay", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it may be more than you need if you're very small"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|openai-small|Axos Basic Business Checking", "prompt": "c228-s4", "model": "openai-small", "cat": "business-banking", "variant": "budget", "raw": "Axos Basic Business Checking", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "sometimes a good traditional-bank-style option with low fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Bluevine Business Checking (Standard)", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking (Standard)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pick for tightest budget:** Bluevine—free interest helps cash flow."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Mercury", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Unlimited free domestic wires, up to $5M FDIC, great for tech startups"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Novo", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Unlimited transactions, invoicing/expense tools, integrations (QuickBooks)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|nbkc Bank Business Account", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "nbkc Bank Business Account", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "No fees for wires/overdrafts, mobile deposit | Limited branches"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Found", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Found", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Built-in bookkeeping/tax tools, ideal for freelancers"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Starling Bank Business", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Starling Bank Business", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Pick:** Starling for full-featured free banking."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Monzo Business", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Monzo Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Unlimited transfers, spending analytics | Cash via Post Office (fees)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Tide", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Tide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Free electronic payments, invoicing | Transaction limits on free tier"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|N26 Business Standard", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "N26 Business Standard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 9, "ev": "**Pick:** N26 for simplicity."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Qonto Starter", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "5 free SEPA/month, invoicing | Fees after limit"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Finom Solo", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Finom Solo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "Bookkeeping tools, invoicing | Basic for high volume"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Kontist Free", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Kontist Free", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Kontist Free** / FYRST Base | €0 | Free card, SEPA limits"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|FYRST Base", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "FYRST Base", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Kontist Free** / FYRST Base | €0 | Free card, SEPA limits | EU-focused"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|U.S. Bank Essentials", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank Essentials", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "High cash? Try U.S. Bank Essentials (£0, branches)."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|xai-small|Wise Business", "prompt": "c228-s4", "model": "xai-small", "cat": "business-banking", "variant": "budget", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "International? Wise Business (low FX)."}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Bluevine Business Checking", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Bluevine Business Checking", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best Overall (No Fees, Low Minimums):** Bluevine Business Checking"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Novo", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for Built-In Tools:** Novo"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Mercury", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for Tech Startups:** Mercury"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Airwallex", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Airwallex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for International Business:** Airwallex"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Lili", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Lili", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Tax calculator, automatic tax withholding, no minimum balance | Solopreneurs and freelancers"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Qonto Starter", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Qonto Starter", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Simple interface, corporate cards, invoicing tools | EU-based businesses"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Finom Solo", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Finom Solo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "All-in-one banking + invoicing | Solo founders in Europe"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|FYRST BASE", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "FYRST BASE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Corporate cards, accounting integrations | European startups"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|U.S. Bank", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best Traditional Bank (Branch Access):** U.S. Bank (Silver Business)"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Bank of America", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Bank of America", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "**Best Traditional Bank with Easy Waivers:** Bank of America or Wells Fargo"}, {"id": "mai-20260918-0023-calibration_b|c228-s4|zai-small|Wells Fargo", "prompt": "c228-s4", "model": "zai-small", "cat": "business-banking", "variant": "budget", "raw": "Wells Fargo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "**Best Traditional Bank with Easy Waivers:** Bank of America or Wells Fargo"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Mercury", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best fit:** Modern fintechs (like Mercury, Ramp, Brex, orfound) ... often excel here."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Ramp", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modern fintechs (like Mercury, Ramp, Brex, orfound) ... often excel here"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Brex", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Modern fintechs (like Mercury, Ramp, Brex, orfound) ... often excel here"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|found", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "found", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Digital-Only Fintechs** (e.g., Mercury, Brex, Ramp, found)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Bluevine", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "traditional digital-first banks (like Bluevine or Novo) often excel here"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Novo", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "traditional digital-first banks (like Bluevine or Novo) often excel here"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Chase", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Traditional big banks (Chase, Wells Fargo) have improved this but may require more paperwork."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Wells Fargo", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Often outdated interfaces, slower onboarding, higher fees, cumbersome user permissions."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|PNC OnRamp", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "PNC OnRamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Digital-First Traditional Banks** (e.g., Bluevine, Novo, PNC OnRamp)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|alibaba-small|Bank of America", "prompt": "c228-s5", "model": "alibaba-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Big Traditional Banks** (e.g., Chase, Wells Fargo, Bank of America)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Mercury", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "if using a fintech like Mercury, Relay, etc."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Relay", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "if using a fintech like Mercury, Relay, etc."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Chase", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Traditional big bank** (Chase, BofA, Wells Fargo)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|BofA", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "BofA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Traditional big bank** (Chase, BofA, Wells Fargo)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Wells Fargo", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Traditional big bank** (Chase, BofA, Wells Fargo)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Novo", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Digital/fintech** (Mercury, Relay, Novo, Bluevine)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Bluevine", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Digital/fintech** (Mercury, Relay, Novo, Bluevine)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Monzo Team", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Monzo Team", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Neobank with team features** (e.g., Monzo Team, Tide paid plans)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|deepseek-small|Tide", "prompt": "c228-s5", "model": "deepseek-small", "cat": "business-banking", "variant": "scale", "raw": "Tide", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Neobank with team features** (e.g., Monzo Team, Tide paid plans)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|google-small|Ramp", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "integrate seamlessly with expense management tools like Ramp, Brex, or Expensify?"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|google-small|Brex", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "You use a modern digital platform (such as Mercury, Rho, or Brex) for daily operations"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|google-small|Chase", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "maintain a secondary account at a major traditional bank (like Chase or a local regional bank) to hold a line of credit"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|google-small|Bank of America", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "you need a local branch (e.g., Chase, Bank of America, or a strong regional credit union)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|google-small|Mercury", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "a modern digital-first business bank (like Mercury, Rho, or Wise Business) will offer a significantly better user interface"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|google-small|Rho", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Rho", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "You use a modern digital platform (such as Mercury, Rho, or Brex) for daily operations"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|google-small|Wise Business", "prompt": "c228-s5", "model": "google-small", "cat": "business-banking", "variant": "scale", "raw": "Wise Business", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "a modern digital-first business bank (like Mercury, Rho, or Wise Business)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|minimax-small|Chase", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "consider getting quotes from **both traditional banks (Chase, Bank of America, Wells Fargo)**"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|minimax-small|Bank of America", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "traditional banks (Chase, Bank of America, Wells Fargo)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|minimax-small|Wells Fargo", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "traditional banks (Chase, Bank of America, Wells Fargo)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|minimax-small|Bluevine", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**online banks (Bluevine, Axos, Novo)** to compare fees and features"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|minimax-small|Axos", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "online banks (Bluevine, Axos, Novo)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|minimax-small|Novo", "prompt": "c228-s5", "model": "minimax-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "online banks (Bluevine, Axos, Novo)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|mistral-small|Chase", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3–5 banks that fit your needs (e.g., Chase, Wells Fargo, Novo, Mercury, Bluevine, or local/regional banks)."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|mistral-small|Wells Fargo", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Chase, Wells Fargo, Novo, Mercury, Bluevine"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|mistral-small|Novo", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Chase, Wells Fargo, Novo, Mercury, Bluevine"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|mistral-small|Mercury", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Chase, Wells Fargo, Novo, Mercury, Bluevine"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|mistral-small|Bluevine", "prompt": "c228-s5", "model": "mistral-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Chase, Wells Fargo, Novo, Mercury, Bluevine, or local/regional banks"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Mercury", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some fintechs (e.g., Mercury, Airwallex) offer free wires"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Airwallex", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Airwallex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Fintechs (Wise, Airwallex, Mercury) often beat traditional banks on FX fees."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Chase", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Traditional branch bank (Chase, BofA, regional bank)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Wells Fargo", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Wells Fargo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "You'll need a traditional bank with a local branch network (Chase, Wells Fargo, Bank of America, regional banks)."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Bank of America", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "a traditional bank with a local branch network (Chase, Wells Fargo, Bank of America, regional banks)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Axos", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Axos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some online banks (Axos, Bluevine, Mercury) offer 1.3%\ffffff\ffffff3%+ APY"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Bluevine", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Online bank or fintech (Bluevine, Axos, Mercury)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Live Oak", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Live Oak", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Traditional banks and some online banks (e.g., Chase, Bank of America, Live Oak) have strong small-business lending arms."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Wise", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Wise", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Fintechs (Wise, Airwallex, Mercury) often beat traditional banks on FX fees."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Ramp", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Ramp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Neobanks with built-in controls (Ramp, Brex, Mercury)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|moonshot-small|Brex", "prompt": "c228-s5", "model": "moonshot-small", "cat": "business-banking", "variant": "scale", "raw": "Brex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Neobanks with built-in controls (Ramp, Brex, Mercury)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|Axos", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Axos Business Interest Checking | Overall/best APY | $0 | Up to 1.01%"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|NBKC", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "NBKC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Online banks like Axos (up to 1.01% APY) or NBKC often beat traditional banks"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|KeyBank", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "KeyBank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "check free deposit limits (e.g., KeyBank allows high volumes)"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|Mercury", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Mercury", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mercury | Tech startups/digital tools | $0 | Up to 5.0% on balances"}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|Chase", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Chase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "High cash flow? Go traditional (Chase, Bank of America)."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|Bank of America", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bank of America", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "High cash flow? Go traditional (Chase, Bank of America)."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|Bluevine", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Digital-first? Try Bluevine, Novo, or Relay."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|Novo", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Novo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Digital-first? Try Bluevine, Novo, or Relay."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|Relay", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "Relay", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Digital-first? Try Bluevine, Novo, or Relay."}, {"id": "mai-20260918-0023-calibration_b|c228-s5|xai-small|First Internet Bank", "prompt": "c228-s5", "model": "xai-small", "cat": "business-banking", "variant": "scale", "raw": "First Internet Bank", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Forbes, NerdWallet rate Axos, First Internet Bank highly for 2024/2025"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Truist", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Truist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reviews explicitly warn against using the institution for business banking, citing a complete lack of support for small business inquiries"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Wells Fargo", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "experts advise caution if you value modern usability"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Chase", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "experts advise caution if you value modern usability"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Bank of America", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "experts advise caution if you value modern usability"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Small Business Bank of Lenexa", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Small Business Bank of Lenexa", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "a wave of closures affecting smaller, aggressive commercial banks (e.g., the closure of the Small Business Bank of Lenexa in July 2026)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Santander", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Santander", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Santander, Bank of Scotland, and TSB, which consistently rank lowest in business account satisfaction."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Bank of Scotland", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of Scotland", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Santander, Bank of Scotland, and TSB, which consistently rank lowest"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|TSB", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "TSB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid Santander, Bank of Scotland, and TSB, which consistently rank lowest"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Bank of Ireland UK", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of Ireland UK", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Be cautious with Bank of Ireland UK and AIB, which have shown higher dissatisfaction rates"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|AIB", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "AIB", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Be cautious with Bank of Ireland UK and AIB, which have shown higher dissatisfaction rates"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Monzo", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Monzo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "higher dissatisfaction rates than peers like Monzo or Starling"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Starling", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Starling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "higher dissatisfaction rates than peers like Monzo or Starling"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Bluevine", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 13, "ev": "prioritize FDIC-insured institutions with high transparency ratings (like Bluevine, Relay, or Mercury for digital efficiency"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Relay", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "like Bluevine, Relay, or Mercury for digital efficiency"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Mercury", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 15, "ev": "like Bluevine, Relay, or Mercury for digital efficiency"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|alibaba-small|Navy Federal", "prompt": "c228-s6", "model": "alibaba-small", "cat": "business-banking", "variant": "negative", "raw": "Navy Federal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "or Navy Federal for military-affiliated founders"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|anthropic-small|Mercury", "prompt": "c228-s6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While fintech providers like Mercury and Brex offer modern features, there are important risks to understand"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|anthropic-small|Brex", "prompt": "c228-s6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While fintech providers like Mercury and Brex offer modern features, there are important risks to understand"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|anthropic-small|Copper", "prompt": "c228-s6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Copper", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Synapse Financial Technologies declared bankruptcy, impacting firms like Copper, Mainvest, Yotta, and Juno"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|anthropic-small|Mainvest", "prompt": "c228-s6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Mainvest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "impacting firms like Copper, Mainvest, Yotta, and Juno"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|anthropic-small|Yotta", "prompt": "c228-s6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Yotta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "impacting firms like Copper, Mainvest, Yotta, and Juno"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|anthropic-small|Juno", "prompt": "c228-s6", "model": "anthropic-small", "cat": "business-banking", "variant": "negative", "raw": "Juno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "impacting firms like Copper, Mainvest, Yotta, and Juno"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Wells Fargo", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "public consumer-complaint lists frequently flag large banks such as **Wells Fargo... as among the worst-rated in the U.S.; however... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Citibank", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "flag large banks such as **Wells Fargo, Citibank... as among the worst-rated in the U.S.**"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Bank of America", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "among the worst-rated in the U.S.; however, those rankings... should be treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Capital One", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "among the worst-rated in the U.S.... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Discover Bank", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Discover Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "among the worst-rated in the U.S.... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Citizens", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Citizens", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "among the worst-rated in the U.S.... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Flagstar", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Flagstar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "among the worst-rated in the U.S.... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Fifth Third", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "among the worst-rated in the U.S.... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|PNC", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "PNC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "among the worst-rated in the U.S.... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|challenger-small|Comerica", "prompt": "c228-s6", "model": "challenger-small", "cat": "business-banking", "variant": "negative", "raw": "Comerica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "among the worst-rated in the U.S.... treated as a caution signal"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Mercury", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "The strongest, most consistent warnings are aimed at **Mercury, Relay, and BlueVine** for account freezes"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Relay", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Relay** — ~51% of negatives relate to closures. Its BBB rating was even placed \"on hold\" at one point."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|BlueVine", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "BlueVine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "~44% of negatives are closures, though it has many more total reviews so it *looks* better than it is"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Brex", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Brex** had a historically bad reputation for closures (~41% of lifetime negatives), but its recent 12 months show improvement."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Revolut", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Revolut", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "repeatedly the *worst* UK firm for fraud complaints"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Monzo", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Monzo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "2,344 fraud complaints in 2024; the highest **uphold rate (41%)**"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Barclays", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Barclays", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Barclays** — 1,704 complaints in 2024; 1,161 in 2025 (31% uphold)."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|TSB", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "TSB", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "widely described as among the worst for business banking"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Santander UK (business)", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK (business)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "frequent complaints about poor communication, unexpected account freezes, sudden term changes, and unhelpful support"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Wells Fargo", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "repeated scandals and fake-account scandals; consistently poor customer ratings"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Bank of America", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "frequently fined for deceptive practices, high dissatisfaction"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Chase", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "recurring complaints about frozen accounts and access issues"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|US Bank", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "US Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "accused of opening unauthorized accounts; poor reviews"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Citibank", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "criticism over fees, overdraft practices, and support"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Fifth Third", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Fifth Third", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "criticism over fees, overdraft practices, and support"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|PNC", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "PNC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 16, "ev": "criticism over fees, overdraft practices, and support"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|deepseek-small|Credit One", "prompt": "c228-s6", "model": "deepseek-small", "cat": "business-banking", "variant": "negative", "raw": "Credit One", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 17, "ev": "criticism over fees, overdraft practices, and support"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Yotta", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Yotta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "locking tens of thousands of end-users out of millions of dollars in accounts across various fintechs (like Yotta and Juno)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Juno", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Juno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "locking tens of thousands of end-users out of millions of dollars in accounts across various fintechs (like Yotta and Juno)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Choice Financial Group", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Choice Financial Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Dozens of partner banks (such as Choice Financial Group, Lineage Bank, Blue Ridge Bank, and Cross River Bank) have been hit with strict regulatory \"Consent Orders\""}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Lineage Bank", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Lineage Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "have been hit with strict regulatory \"Consent Orders\" due to weak compliance and anti-money laundering controls"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Blue Ridge Bank", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Blue Ridge Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "have been hit with strict regulatory \"Consent Orders\" due to weak compliance"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Cross River Bank", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Cross River Bank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "have been hit with strict regulatory \"Consent Orders\" due to weak compliance"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Mercury", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Many prominent, highly rated fintech business platforms (including **Mercury, Novo, Bluevine, and Wise**) use advanced automated compliance algorithms"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Novo", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Novo", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "These automated flags frequently result in immediate, zero-warning account freezes or permanent closures."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Bluevine", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "including **Mercury, Novo, Bluevine, and Wise**) use advanced automated compliance algorithms"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Wise", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wise", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "including **Mercury, Novo, Bluevine, and Wise**) use advanced automated compliance algorithms"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Wells Fargo", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 11, "ev": "Wells Fargo in particular has a long historical track record of regulatory scandals and customer service complaints regarding sudden business account closures."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Bank of America", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "frequently cited by small business owners for having poor customer service and predatory fee structures"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Citibank", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Citibank", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "frequently cited by small business owners for having poor customer service and predatory fee structures"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|local credit unions or community banks", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "local credit unions or community banks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Keep your primary operating account (for payroll and critical bills) at a stable, traditional **local community bank or credit union**"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|google-small|Relay", "prompt": "c228-s6", "model": "google-small", "cat": "business-banking", "variant": "negative", "raw": "Relay", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Keep a secondary account at a **modern fintech/neobank** (like Mercury, Relay, or Wise)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|meta-small|Bluevine", "prompt": "c228-s6", "model": "meta-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Bluevine is mentioned as a bank that some users have had issues with, including missing funds that don't show up in the transaction history."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|minimax-small|RBS/Natwest", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "RBS/Natwest", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Specifically criticized as \"the worst bank for small to medium sized businesses\" by some customers"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|minimax-small|HSBC", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "HSBC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Called \"the worst bank in the UK\" by some medium-size business owners"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|minimax-small|Santander UK", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Santander UK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Customers have complained about poor communication, unexpected account freezes, and sudden changes to terms"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|minimax-small|ANNA", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "ANNA", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Referenced as \"worst bank and financial institution\" by some reviewers"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|minimax-small|Kotak Bank", "prompt": "c228-s6", "model": "minimax-small", "cat": "business-banking", "variant": "negative", "raw": "Kotak Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Some small business owners have reported difficult experiences opening current accounts"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|mistral-small|Bluevine", "prompt": "c228-s6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some users report missing funds that do not appear in transaction history, and there are concerns about sudden account closures and holds on funds"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|mistral-small|Square (SquareUp)", "prompt": "c228-s6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Square (SquareUp)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Known for abruptly banning accounts without clear reasons"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|mistral-small|Wells Fargo", "prompt": "c228-s6", "model": "mistral-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Has a history of unethical practices, including forging new accounts to meet sales targets"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|moonshot-small|Wells Fargo", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Reddit users specifically advise small businesses to \"stay away from Wells Fargo\""}, {"id": "mai-20260918-0023-calibration_b|c228-s6|moonshot-small|Santander (UK)", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Santander (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent complaints about poor communication and unexpected account freezes"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|moonshot-small|TSB (UK)", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "TSB (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Multiple reviews specifically warning SME owners not to bank there"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|moonshot-small|Mercury", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Mercury", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Users describe it as \"unreliable\" for operational banking needs"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|moonshot-small|Brex", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Brex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Described by some as a \"laughable start-up\" unable to provide basic services like international wire transactions"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|moonshot-small|Bluevine", "prompt": "c228-s6", "model": "moonshot-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Bluevine received an \"A+\" BBB rating, for example"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Wells Fargo", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Wells Fargo**: Frequently called the \"worst\" for small businesses... BBB rating: F"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Chase", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Chase", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Big national banks in general** (e.g., implied Chase, Bank of America via patterns): High/hidden fees"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Bank of America", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bank of America", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "e.g., implied Chase, Bank of America via patterns): High/hidden fees, minimum balance requirements"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Bluevine", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Bluevine", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Online: Bluevine (high APY, no fees; note some service complaints)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Axos", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Axos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Online: Bluevine (high APY, no fees...), Axos, Grasshopper."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Grasshopper", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Grasshopper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Online: Bluevine ..., Axos, Grasshopper."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Navy Federal", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Navy Federal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Credit unions/locals: Navy Federal (if eligible)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|U.S. Bank", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "U.S. Bank", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Credit unions/locals: Navy Federal (if eligible), U.S. Bank, or regional ones for relationships."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|xai-small|Capital One", "prompt": "c228-s6", "model": "xai-small", "cat": "business-banking", "variant": "negative", "raw": "Capital One", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Bricks: Chase/Capital One (better for deposits/signers, but check fees)."}, {"id": "mai-20260918-0023-calibration_b|c228-s6|zai-small|Wells Fargo", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Wells Fargo", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid** banks with a track record of poor customer service (Wells Fargo, SunTrust/Truist, BB&T, NatWest)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|zai-small|SunTrust / Truist", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "SunTrust / Truist", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Avoid** banks with a track record of poor customer service (Wells Fargo, SunTrust/Truist, BB&T, NatWest)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|zai-small|BB&T", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "BB&T", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid** banks with a track record of poor customer service (Wells Fargo, SunTrust/Truist, BB&T, NatWest)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|zai-small|NatWest (UK)", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "NatWest (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Avoid** banks with a track record of poor customer service (Wells Fargo, SunTrust/Truist, BB&T, NatWest)"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|zai-small|Starling Bank (UK)", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "Starling Bank (UK)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "recent regulatory fines (Starling Bank, TD Bank) unless you've confirmed they've addressed the underlying issues"}, {"id": "mai-20260918-0023-calibration_b|c228-s6|zai-small|TD Bank", "prompt": "c228-s6", "model": "zai-small", "cat": "business-banking", "variant": "negative", "raw": "TD Bank", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "recent regulatory fines (Starling Bank, TD Bank) unless you've confirmed they've addressed the underlying issues"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|alibaba-small|Avalara", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Most Enterprises ... widely considered the market leader for mid-sized to large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|alibaba-small|Vertex", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for High Complexity & Global Operations ... Vertex is often the preferred choice over Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|alibaba-small|Thomson Reuters (ONESOURCE)", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters (ONESOURCE)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Massive Multi-National Organizations"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|alibaba-small|Sovos", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A rapidly growing competitor known for its focus on \"tax governance\""}, {"id": "mai-20260918-0023-calibration_b|c231-l1|alibaba-small|Anrok", "prompt": "c231-l1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Anrok integrates directly into your billing layer to handle taxes on invoices automatically"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|anthropic-small|Taxwire", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Taxwire is best for controllers at $20M–$250M B2B companies replacing Avalara or facing multi-state exposure"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|anthropic-small|Avalara", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara is an enterprise-grade calculation engine with ECM Pro certificate management add-on and 1,200+ ERP integrations"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|anthropic-small|Vertex", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vertex is prohibitively expensive for most small to mid-sized businesses and implementation can take 6-12 months."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|anthropic-small|CCH SureTax", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built for manufacturers and distributors with included certificate management and audit trail"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|anthropic-small|Zamp", "prompt": "c231-l1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Zamp offers a fully managed service with exemption certificate management, registrations, filings, audit support"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|challenger-small|Vertex", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is usually **Vertex** if you run a complex ERP environment"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|challenger-small|Avalara", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avalara** is the other top contender"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best when your compliance needs span **multiple tax domains**"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|challenger-small|TaxCloud", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "generally better fits for narrower use cases ... rather than a typical large enterprise B2B stack"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|challenger-small|TaxJar", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "generally better fits for narrower use cases ... rather than a typical large enterprise B2B stack"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|challenger-small|Zamp", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "one source specifically ranks **Zamp** as the best fit when the goal is to reduce internal compliance work"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|challenger-small|Anrok", "prompt": "c231-l1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "generally better fits for narrower use cases ... rather than a typical large enterprise B2B stack"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|deepseek-small|Vertex", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "with **Vertex** as the go-to if you're at the very large/SAP-heavy end"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|deepseek-small|Avalara (AvaTax)", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most enterprise B2B companies, **Avalara** is the classic balanced choice"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|deepseek-small|Sovos", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have heavy global e-invoicing/GST mandates \\u2192 Sovos"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|deepseek-small|Zamp", "prompt": "c231-l1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you'd rather outsource B2B compliance entirely with shared-liability guarantees \\u2192 Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|google-small|Vertex Inc.", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex Inc.", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex is widely considered the gold standard for Fortune 500 companies."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|google-small|Avalara (AvaTax & CertCapture)", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax & CertCapture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara is the most widely adopted tax compliance solution in the mid-market and enterprise space."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|google-small|Sovos", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Multinational enterprise B2B companies with heavy global footprints"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|google-small|Anrok", "prompt": "c231-l1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Enterprise B2B SaaS, cloud infrastructure, and digital-first companies."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|meta-small|Avalara", "prompt": "c231-l1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for an enterprise B2B company is Avalara, with a modular indirect tax suite and 1,400+ integrations."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|meta-small|Zamp", "prompt": "c231-l1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Zamp, which offers managed registrations, filings, exemption support, notices, and audit help."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|minimax-small|Vertex", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For B2B enterprises with existing SAP/Oracle infrastructure, **Vertex** is often the default choice."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|minimax-small|Avalara", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For broader ecosystem integrations and international reach, **Avalara** remains the market leader."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|minimax-small|Sovos", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need dedicated hands-on support with VAT compliance, **Sovos** is particularly strong."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|minimax-small|Commenda", "prompt": "c231-l1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for:** Companies wanting unified US sales tax, VAT, and GST coverage"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|mistral-small|Vertex", "prompt": "c231-l1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are a Fortune 500 company with complex ERP needs, **Vertex** is often the top choice."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|mistral-small|Avalara", "prompt": "c231-l1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For broad enterprise tax compliance with deep integrations, **Avalara** is a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|mistral-small|Sovos", "prompt": "c231-l1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For multinational VAT, GST, and e-invoicing compliance, **Sovos** is highly regarded."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|moonshot-small|Vertex", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Vertex** – Best for Enterprise-Grade Tax Management"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|moonshot-small|Avalara", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. **Avalara** – Best for Broad Enterprise Coverage"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Thomson Reuters ONESOURCE** – Best for Global Enterprise Compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|moonshot-small|Sovos", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Sovos** – Best for Global E-Invoicing & CTC Compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|moonshot-small|Anrok", "prompt": "c231-l1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Anrok** – Purpose-built for SaaS with tricky taxability rules and usage-based billing"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|openai-small|Avalara", "prompt": "c231-l1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara is the best overall starting point for most enterprise B2B companies."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|openai-small|Vertex", "prompt": "c231-l1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Vertex if your company is very large, highly customized, and tax-heavy globally"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|openai-small|Sovos", "prompt": "c231-l1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Sovos if your compliance burden is broader than U.S. sales tax"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|xai-small|Avalara (AvaTax + Returns + CertCapture)", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax + Returns + CertCapture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Often the top overall pick for enterprises."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|xai-small|Vertex (O-Series)", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex (O-Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large enterprises with complex ERP environments."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|xai-small|Sovos", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for global B2B with regulatory/e-invoicing needs."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|xai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others to consider: Thomson Reuters ONESOURCE (broad tax suite)"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|xai-small|Anrok", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Anrok (if heavy SaaS/recurring B2B revenue)"}, {"id": "mai-20260918-0023-calibration_b|c231-l1|xai-small|TaxJar", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid SMB tools like TaxJar/Stripe Tax—they lack enterprise depth."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|xai-small|Stripe Tax", "prompt": "c231-l1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid SMB tools like TaxJar/Stripe Tax—they lack enterprise depth."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|zai-small|Avalara", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Avalara** is a solid choice for broader integration coverage, global reach, and faster onboarding, though be mindful of recent pricing and support trends."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|zai-small|Vertex", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vertex** is the strongest enterprise\\u2011grade option, especially if you run SAP/Oracle and need deep control."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|zai-small|Sovos", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovos** is ideal if your focus is global VAT/GST and e\\u2011invoicing."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|zai-small|Anrok", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Anrok** shines for SaaS/digital\\u2011goods B2B with Netsuite or similar modern stacks."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|zai-small|Galvix", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Galvix** and **Taxwire** are excellent if you want fully managed compliance with dedicated tax professionals."}, {"id": "mai-20260918-0023-calibration_b|c231-l1|zai-small|Taxwire", "prompt": "c231-l1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid\\u2011market focus; not as widely recognized as Avalara/Vertex"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|alibaba-small|Vertex (now Vertex Inc.)", "prompt": "c231-l2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex (now Vertex Inc.)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended tool is **Vertex (now Vertex Inc.)**"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|alibaba-small|Avalara", "prompt": "c231-l2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|anthropic-small|Vertex", "prompt": "c231-l2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look into platforms like Vertex, Avalara, TaxJar, Thomson Reuters ONESOURCE, and others that are designed for enterprise-scale operations."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|anthropic-small|Avalara", "prompt": "c231-l2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Look into platforms like Vertex, Avalara, TaxJar, Thomson Reuters ONESOURCE, and others"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|anthropic-small|TaxJar", "prompt": "c231-l2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Look into platforms like Vertex, Avalara, TaxJar, Thomson Reuters ONESOURCE, and others"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|anthropic-small|Thomson Reuters ONESOURCE", "prompt": "c231-l2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look into platforms like Vertex, Avalara, TaxJar, Thomson Reuters ONESOURCE, and others"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|challenger-small|Avalara", "prompt": "c231-l2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Avalara** as the default choice"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|challenger-small|Vertex", "prompt": "c231-l2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Vertex** as the strongest alternative if the company has a heavy ERP-led, multinational tax environment"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|challenger-small|CCH SureTax Returns", "prompt": "c231-l2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax Returns", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CCH SureTax Returns** is explicitly designed to automate sales and use tax returns"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|deepseek-small|Vertex", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Vertex** as your top choice"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|deepseek-small|Avalara", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Avalara** as a strong alternative depending on your ERP stack"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|deepseek-small|Sovos", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sovos** — Best if you need **global e-invoicing/compliance mandates**"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c231-l2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another ultra-enterprise option if you want a full direct + indirect tax suite."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|google-small|Vertex (Vertex O Series)", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex is widely considered the gold standard for very large, traditional enterprise environments."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|google-small|Avalara (AvaTax & CertCapture)", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara (AvaTax & CertCapture)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If it is NetSuite or Microsoft Dynamics, **Avalara** is usually the smoother integration."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|google-small|Anrok", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Enterprise B2B **SaaS, software, or digital product** companies."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|google-small|Zamp", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a managed partner like **Zamp** may save millions in operational costs"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|google-small|ONESOURCE", "prompt": "c231-l2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Vertex** or **ONESOURCE** will give them the control they desire."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|meta-small|Avalara", "prompt": "c231-l2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended sales tax calculation and filing tool for a large B2B company with thousands of employees is Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|meta-small|CCH SureTax Returns", "prompt": "c231-l2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax Returns", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include CCH SureTax Returns and TaxJar."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|meta-small|TaxJar", "prompt": "c231-l2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include CCH SureTax Returns and TaxJar."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|minimax-small|Avalara", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is the top recommendation for sales‑tax calculation and filing."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|minimax-small|Vertex", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very robust tax engine, but can be heavier to implement and costlier."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|minimax-small|Thomson Reuters ONESOURCE", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong global coverage, but the UI is more traditional and may require more manual setup."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|minimax-small|CCH SureTax (Wolters Kluwer)", "prompt": "c231-l2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Good U.S. coverage, but less extensive than Avalara’s for international trans‑actions."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|mistral-small|Avalara", "prompt": "c231-l2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is often recommended as the best overall solution, excelling in automation, integration with major ERP systems"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|mistral-small|Vertex", "prompt": "c231-l2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the most robust and scalable solutions are **Avalara** and **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|moonshot-small|Avalara", "prompt": "c231-l2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Vertex** or **Avalara** (tied for #1, depending on context)"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|moonshot-small|Vertex", "prompt": "c231-l2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top Recommendation: **Vertex** or **Avalara** (tied for #1, depending on context)"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c231-l2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also Consider: **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|moonshot-small|Sovos", "prompt": "c231-l2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Honorable Mention: **Sovos**"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|openai-small|Avalara", "prompt": "c231-l2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a large B2B enterprise:** **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|openai-small|TaxJar", "prompt": "c231-l2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** can still be a reasonable option for calculation and filing"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|openai-small|Vertex", "prompt": "c231-l2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlist of the top 3 tools** for enterprise B2B tax compliance, including **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|xai-small|Avalara", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Avalara as the top sales tax calculation and filing tool"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|xai-small|Vertex", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### Strong Alternative: Vertex"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|xai-small|CCH SureTax", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Solid for high-volume B2B certs/audits, but fewer broad integrations."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|xai-small|TaxJar", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Affordable but lacks enterprise depth/scalability."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|xai-small|Zamp", "prompt": "c231-l2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Fully managed service, but more niche than full platforms."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|zai-small|Avalara (AvaTax)", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** is often the best starting point due to its broad integration ecosystem, scalability, and balanced feature set."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|zai-small|Vertex", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** offers the deepest integration for those environments"}, {"id": "mai-20260918-0023-calibration_b|c231-l2|zai-small|Sovos", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have **significant international operations**, **Sovos** is a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c231-l2|zai-small|CCH SureTax", "prompt": "c231-l2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong Alternative for US-Heavy Operations"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|alibaba-small|Avalara", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Avalara if you need the most recognized brand, widest U.S. coverage, and flexible integrations across various tech stacks."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|alibaba-small|Vertex", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Vertex if you are running a complex SAP or Oracle environment"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Thomson Reuters if you need a holistic view of all tax types"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|alibaba-small|Sovos", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Sovos if you want to outsource much of the compliance work to human experts"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|alibaba-small|Anrok", "prompt": "c231-l3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Anrok if you are a rapidly scaling tech/SaaS company"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|anthropic-small|Vertex", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Vertex is one of the oldest and most technically advanced tax automation platforms... significant cost makes Vertex prohibitively expensive for most small to mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|anthropic-small|Avalara", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Avalara's US sales tax product is the strongest in the category... Their 1,000+ pre-built integrations ... are the real moat."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|anthropic-small|Sovos", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos offers a broad suite of tax compliance solutions addressing multiple tax types across global jurisdictions."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|anthropic-small|Wolters Kluwer/CCH", "prompt": "c231-l3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Wolters Kluwer/CCH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise platforms like Vertex, Sovos, Avalara, or Wolters Kluwer/CCH tend to work better for sellers with complex ERP environments"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|challenger-small|Avalara", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "often positioned as the broadest enterprise compliance platform"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|challenger-small|Vertex", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "usually the best fit when tax must work inside a *large ERP architecture*"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best fit when tax is part of a *larger enterprise finance and trade workflow*"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|challenger-small|Sovos", "prompt": "c231-l3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "best fit when the priority is *global compliance operations*"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|Avalara (AvaTax)", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Avalara** for broad, integration-rich US sales-tax automation across many systems."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|Vertex (O Series)", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex (O Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Vertex** for complex, high-volume determination tightly coupled to SAP/Oracle."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|Sovos", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Sovos** if global e-invoicing/continuous transaction controls are your priority."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Thomson Reuters ONESOURCE** for a full, unified multinational corporate tax suite."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|Wolters Kluwer CCH SureTax", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Wolters Kluwer CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **CCH SureTax** for citation-grade US accuracy and audit-readiness."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|TaxJar (now Stripe Tax)", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar (now Stripe Tax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not really a true *enterprise* tool — limited for large, multi-ERP, complex multinational footprints."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|Anrok", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Great for modern startups, but narrower scope than the enterprise engines."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|deepseek-small|Zamp", "prompt": "c231-l3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "fully managed service with tax experts and filing guarantees (e.g., Zamp)"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|google-small|Vertex (O Series)", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex (O Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Vertex is a legacy powerhouse and the undisputed gold standard for multinational conglomerates."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|google-small|Avalara (AvaTax)", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara is the market leader in cloud-native sales tax automation."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|google-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "highly sophisticated corporate tax suite designed for massive businesses with global trade"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|google-small|Sovos (Compliance Cloud)", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos (Compliance Cloud)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sovos is a global compliance platform that excels at navigating complex international regulatory landscapes."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|google-small|Anrok", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Anrok is the modern, specialized challenger designed specifically for digital-first businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|google-small|Zamp", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Zamp and TaxValet represent a growing shift toward **managed enterprise sales tax**."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|google-small|TaxValet", "prompt": "c231-l3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxValet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Zamp and TaxValet represent a growing shift toward **managed enterprise sales tax**."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Avalara", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara is best for automated tax calculation and filing at scale"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Vertex", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex is best for enterprise-grade indirect tax management"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Sovos", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos is best for compliance-focused organizations consolidating compliance programs"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Fonoa", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "1. Fonoa - Global AI Indirect Tax Automation Platform"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|TaxJar", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "4. TaxJar - E-commerce"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Anrok", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "6. Anrok - SaaS-focused"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Numeral", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "7. Numeral - Filing automation"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Stripe Tax", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "8. Stripe Tax - Payments-native"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|Quaderno", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "9. Quaderno - Cross-border"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|meta-small|TaxCloud", "prompt": "c231-l3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "10. TaxCloud - API-first"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|minimax-small|Avalara AvaTax", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara AvaTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Avalara** for breadth + ease + cost efficiency"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|minimax-small|Vertex", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Vertex** for Fortune 500 + deep SAP/Oracle needs"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|minimax-small|Sovos", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Sovos** for global e-invoicing mandates"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|minimax-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Comprehensive tax platform covering both direct and indirect taxes"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|minimax-small|TaxJar", "prompt": "c231-l3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**TaxJar** (more SMB-focused)"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|mistral-small|Avalara", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a broad, easy-to-integrate solution with strong US and global coverage, Avalara is a top pick."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|mistral-small|Vertex", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For large enterprises with complex tax structures and deep ERP ties, Vertex is the industry standard."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|mistral-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your needs span beyond sales tax to include corporate tax and provisioning, ONESOURCE is unmatched."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|mistral-small|Fonoa", "prompt": "c231-l3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fonoa is the most innovative choice."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|moonshot-small|Avalara", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best for:** Broad enterprise coverage with extensive integrations ... Choose Avalara if you need broad coverage with minimal IT involvement"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|moonshot-small|Vertex", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Fortune 500 & ultra-large enterprises with complex ERPs"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|moonshot-small|Sovos", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** Global e-invoicing mandates & continuous transaction controls (CTC)"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|moonshot-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** AI-powered compliance & comprehensive corporate tax"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|moonshot-small|Anrok", "prompt": "c231-l3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** SaaS companies & modern digital businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|openai-small|Avalara", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Avalara** if you want the broadest all-in-one compliance platform."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|openai-small|Vertex", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Vertex** if you have a deeply integrated ERP landscape and need rigorous tax-engine control."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|openai-small|Sovos", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Sovos** if compliance edge cases and audit defense are the main pain point."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|openai-small|Stripe Tax", "prompt": "c231-l3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "usually not the first choice for very complex enterprise tax operations"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|xai-small|Avalara", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara excels in plug-and-play US/multi-channel breadth (e.g., ecomm giants)... Avalara is fastest/most accessible"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|xai-small|Vertex", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex prioritizes ERP precision for massive ops."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|xai-small|Sovos", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos shines in international mandates (e.g., real-time reporting)."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|xai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ONESOURCE is for holistic tax (beyond just sales)."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|xai-small|TaxJar", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Smaller-business tools like TaxJar or Anrok are great for mid-market/ecommerce but lack the depth for true enterprise ERP/global scale."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|xai-small|Anrok", "prompt": "c231-l3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "great for mid-market/ecommerce but lack the depth for true enterprise ERP/global scale"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Avalara", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** wins on **integration breadth + AI‑assisted automation**—ideal for most mid‑market to large enterprises with diverse systems."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Vertex", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** remains the go‑to for **deep ERP customization, on‑prem deployment, and highly regulated industries**."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Sovos", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovos** and **Zamp** differentiate by offering **managed‑service filing with shared liability**"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Thomson Reuters ONESOURCE Indirect Tax", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Thomson Reuters ONESOURCE Indirect Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**ONESOURCE** provides the **centralized, auditable data model** required by massive global tax teams."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Anrok", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Anrok** is the **SaaS‑native specialist** for subscription businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Zamp", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Managed‑service with shared liability**"}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Fonoa", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Fonoa** is the **AI‑first, unified global engine** for the most complex indirect‑tax environments."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|Quaderno", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Straightforward cross‑border compliance for marketplaces and B2B/B2C, good for EU/UK/US."}, {"id": "mai-20260918-0023-calibration_b|c231-l3|zai-small|TaxJar", "prompt": "c231-l3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "E‑commerce‑focused automation (marketplace, cart, checkout), strong Shopify/App‑store integrations."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|alibaba-small|Stripe Tax", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best for Transparent, Forecastable Budgeting: **Stripe Tax**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|alibaba-small|Avalara Marketplace Solutions", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara Marketplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best for Platform/Marketplace Models: **Avalara Marketplace Solutions**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|alibaba-small|Vertex", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for Full-Suite ERP Integration: **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|alibaba-small|Coupa", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Coupa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The \"Internal Seat\" Alternative: **Coupa (or Ramp)**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|alibaba-small|Ramp", "prompt": "c231-l4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Ramp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Integrating **Coupa** or **Ramp**. These platforms have tax engines built-in."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|anthropic-small|Sphere", "prompt": "c231-l4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sphere", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For predictable total cost across thousands of users, **Sphere** stands out with its flat per-region pricing structure"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|anthropic-small|Anrok", "prompt": "c231-l4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "while **Anrok** offers transparency for SaaS companies specifically"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|anthropic-small|Vertex", "prompt": "c231-l4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vertex's complex pricing structure leads to unexpected costs for many digital businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|anthropic-small|Avalara", "prompt": "c231-l4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid ... Avalara does not publish transparent pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|challenger-small|Vertex", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Vertex** if you need **large-scale enterprise ERP integration** and can accept custom pricing."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|challenger-small|Thomson Reuters/CCH", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Thomson Reuters/CCH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "the best fit is usually **Vertex** or **Thomson Reuters/CCH**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|challenger-small|Taxwire", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "That makes Taxwire the strongest answer to your *predictable total cost* requirement"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|challenger-small|Avalara", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose **Avalara** if you want the **broadest feature set and ecosystem**, but are less concerned about highly predictable pricing."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|challenger-small|CCH SureTax", "prompt": "c231-l4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "CCH SureTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CCH SureTax** if your priority is returns automation tightly connected to transactional data"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|deepseek-small|Avalara", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "None of these publish predictable, stable pricing—each requires a sales negotiation and scales with usage."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|deepseek-small|Vertex", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "reportedly prices as a *percentage of revenue*, so costs rise even if tax complexity doesn't"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|deepseek-small|Sovos", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "consumption-based on transaction volume and jurisdictions, $15K–$250K+/yr, often $500K+ for complex enterprise installs"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|deepseek-small|Zamp", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Zamp** is the leading fit—it's built specifically around flat, no-per-transaction-fee pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|deepseek-small|Prophit.ai", "prompt": "c231-l4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Prophit.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Prophit.ai's** model is the cleanest, but confirm its enterprise scalability."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|google-small|Vertex (Vertex O Series / Cloud)", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex (Vertex O Series / Cloud)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex is widely considered the gold standard for massive, complex organizations."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|google-small|Thomson Reuters ONESOURCE (Indirect Tax Determination)", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Thomson Reuters ONESOURCE (Indirect Tax Determination)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Like Vertex, ONESOURCE operates on fixed, custom negotiated annual contracts."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|google-small|Sovos", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Sovos utilizes a custom, fixed-fee annual enterprise agreement."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|google-small|Avalara AvaTax", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara AvaTax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Why You Should Avoid Mid-Market/SaaS Tax Software for This Scenario ... you risk hitting aggressive tier limits and incurring substantial retroactive overage fees."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|google-small|Anrok", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Anrok", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Anrok / Stripe Tax / TaxJar: Many of these modern platforms use a percentage-of-revenue ... model directly penalizes top-line growth."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|google-small|Stripe Tax", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Anrok / Stripe Tax / TaxJar: Many of these modern platforms use a percentage-of-revenue ... directly penalizes top-line growth."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|google-small|TaxJar", "prompt": "c231-l4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Anrok / Stripe Tax / TaxJar: Many of these modern platforms use a percentage-of-revenue ... makes accurate compliance budgeting incredibly difficult."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|meta-small|Vertex", "prompt": "c231-l4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for a large company with thousands of users is Vertex."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|meta-small|Avalara", "prompt": "c231-l4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options include Avalara, which offers rooftop-level accuracy"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|minimax-small|Avalara", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**2. Avalara with Enterprise Contract** — If you need global coverage and hundreds of integrations."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|minimax-small|Vertex", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**3. Vertex** — If you're already standardized on SAP or Oracle ERP, it integrates natively."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|minimax-small|SAP Tax Compliance", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "SAP Tax Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most vendors (Avalara, Vertex, SAP Tax Compliance) price based on transaction volume"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|minimax-small|Taxwire", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**1. Taxwire** — ... their flat annual pricing ($12K-$15K) with no transaction surprises is the most predictable in the market."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|minimax-small|Prophit.ai", "prompt": "c231-l4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Prophit.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Flat $199-$599/month per organization | High—but aimed at small teams"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|mistral-small|Vertex", "prompt": "c231-l4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Vertex is the best choice due to its enterprise focus, custom pricing, and ability to handle complex, global tax requirements"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|mistral-small|Thomson Reuters ONESOURCE", "prompt": "c231-l4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Thomson Reuters ONESOURCE and Sovos are also strong alternatives."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|mistral-small|Sovos", "prompt": "c231-l4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Thomson Reuters ONESOURCE and Sovos are also strong alternatives."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|mistral-small|Avalara", "prompt": "c231-l4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "its pricing is typically transaction-volume-based, which may not offer the same level of predictability for very large user bases"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|moonshot-small|Avalara", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the major players (Avalara, Vertex, Sovos) don't offer truly predictable pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|moonshot-small|Vertex", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Low - volume-dependent"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|moonshot-small|Sovos", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Low - multiple variable factors"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|moonshot-small|TaxValet", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxValet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**TaxValet** offers the most predictable model with unlimited transactions and flat-rate pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|moonshot-small|TaxCloud", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Mid-market companies (may lack enterprise-grade features)"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|moonshot-small|Sphere", "prompt": "c231-l4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**$100/state/month flat rate** ... Transparent pricing model"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|openai-small|Avalara", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Avalara** and negotiate an **enterprise contract with fixed annual pricing or committed spend**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|openai-small|Sovos", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the best fit is usually **Avalara** or **Sovos**, not TaxJar"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|openai-small|TaxJar", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "not the best match for your \"thousands of users\" and predictable-total-cost requirement"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|openai-small|Vertex", "prompt": "c231-l4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "shortlist** of **Avalara vs Sovos vs Vertex vs TaxJar**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|xai-small|Avalara", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Avalara is a close second (very popular, 4.0/5 on G2)"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|xai-small|Vertex", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vertex stands out as the best fit for your criteria of predictable total costs"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|xai-small|Sovos", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Sovos: Enterprise-grade for specialized needs (e.g., 1099s, wine/spirits); similar custom pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|xai-small|TaxJar", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Great for SMB/mid-market but not scaled for thousands of enterprise users"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|xai-small|Anrok", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Great for SMB/mid-market but not scaled for thousands of enterprise users"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|xai-small|TaxCloud", "prompt": "c231-l4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for SMB/mid-market but not scaled for thousands of enterprise users"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|Avalara AvaTax", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara AvaTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best choice today is **Avalara AvaTax**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|Vertex", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for the most complex, high‑end tax determination:** **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|Quaderno", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Good for mid‑market, not large, multi‑entity orgs"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large enterprises with deep ERP integration needs. | Custom enterprise pricing, similar to Vertex."}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|Anrok", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "less widely adopted for large, multi‑jurisdiction operations"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|TaxJar", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not designed for thousands of users or enterprise‑scale complexity"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|DAVO", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "DAVO", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not designed for thousands of users or enterprise‑scale complexity"}, {"id": "mai-20260918-0023-calibration_b|c231-l4|zai-small|Synder", "prompt": "c231-l4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Synder", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "not designed for thousands of users or enterprise‑scale complexity"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|challenger-small|Avalara", "prompt": "c231-l5", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "the market signals in the results point most strongly to **Avalara, Vertex, Thomson Reuters ONESOURCE, and Sovos** as enterprise-oriented options"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|challenger-small|Vertex", "prompt": "c231-l5", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "with Vertex and ONESOURCE especially associated with complex ERP and multi-jurisdiction environments"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|challenger-small|Thomson Reuters ONESOURCE", "prompt": "c231-l5", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "with Vertex and ONESOURCE especially associated with complex ERP and multi-jurisdiction environments"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|challenger-small|Sovos", "prompt": "c231-l5", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "point most strongly to **Avalara, Vertex, Thomson Reuters ONESOURCE, and Sovos** as enterprise-oriented options"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|deepseek-small|Avalara", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The main enterprise-tier players are **Avalara** and **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|deepseek-small|Vertex", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vertex emphasizes depth and integrates heavily with large ERPs (SAP/Oracle)"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|deepseek-small|TaxJar", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**TaxJar**/**Stripe Tax** more oriented to smaller API-first sellers"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|deepseek-small|Stripe Tax", "prompt": "c231-l5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**TaxJar**/**Stripe Tax** more oriented to smaller API-first sellers"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|google-small|Vertex", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Legacy Enterprise (Vertex / Sovos):** Best if your core ERP is SAP, Oracle, or Workday, and your tax scenarios are highly customized and global."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|google-small|Sovos", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Legacy Enterprise (Vertex / Sovos):** Best if your core ERP is SAP, Oracle, or Workday... highly compliant with rigorous procurement requirements but are historically slower to implement."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|google-small|Avalara", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They easily pass SOC 2/SSO checks, though procurement teams should watch out for rigid multi-year contracts and aggressive overage fees."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|google-small|Anrok", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "newer platforms like Anrok are purpose-built for SaaS-specific tax complexities and modern developer workflows, while easily meeting SOC 2 and SSO standards"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|google-small|Stripe Tax", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Digital/SaaS Specialists (Anrok / Stripe Tax):** If your company is primarily a SaaS or digital services business"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|google-small|Zamp", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Co-Managed / Managed Services (Zamp / Taxwire):** If your internal tax team is lean despite your 5,000-person headcount"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|google-small|Taxwire", "prompt": "c231-l5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "these vendors combine software with dedicated, in-house tax professionals who handle filing and audits end-to-end"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|meta-small|Avalara", "prompt": "c231-l5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara: A comprehensive, integrated solution for calculation, filing, and remittance, with enterprise-grade security and compliance certifications."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|meta-small|Vertex", "prompt": "c231-l5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Vertex: An enterprise-grade indirect tax solution trusted by large, complex global corporations."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|minimax-small|Avalara", "prompt": "c231-l5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** - Specifically markets to enterprise, SOC 2 Type II + ISO 27001 certified, 1,400+ integrations, offers SSO, RBAC, audit trails"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|minimax-small|Vertex", "prompt": "c231-l5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** - Also enterprise-focused, check their specific SOC 2 coverage"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|minimax-small|TaxJar", "prompt": "c231-l5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Other enterprise players**: Consider TaxJar (enterprise tier)"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|minimax-small|Sovos", "prompt": "c231-l5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sovos (enterprise focus)"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|mistral-small|Avalara", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Based on enterprise requirements, consider:\n- **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|mistral-small|Vertex", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "- **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|mistral-small|Sovos", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "- **Sovos**"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|mistral-small|TaxJar", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**TaxJar** (for simpler use cases)"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|mistral-small|Thomson Reuters ONESOURCE", "prompt": "c231-l5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "- **Thomson Reuters ONESOURCE**"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|moonshot-small|Avalara", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Issue RFP to Avalara, Vertex, and Sovos as primary candidates"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|moonshot-small|Vertex", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Issue RFP to Avalara, Vertex, and Sovos as primary candidates"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|moonshot-small|Sovos", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Issue RFP to Avalara, Vertex, and Sovos as primary candidates"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|moonshot-small|TaxJar", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Moderate – more SMB/mid-market"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|moonshot-small|Anrok", "prompt": "c231-l5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Growing – newer entrant"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|openai-small|Avalara", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** if you want broad coverage and strong enterprise automation."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|openai-small|Vertex", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Vertex** if you have very complex enterprise/ERP/procurement needs."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|openai-small|TaxJar", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**TaxJar** more often fits simpler or more US-focused use cases, though it does advertise SOC 2 Type 2."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|openai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Thomson Reuters ONESOURCE** or **Sovos** if you have more global tax/compliance complexity."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|openai-small|Sovos", "prompt": "c231-l5", "model": "openai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Thomson Reuters ONESOURCE** or **Sovos** if you have more global tax/compliance complexity."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|xai-small|Avalara", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist (1 week)**: Avalara (broadest integrations/SOC 2), Vertex (ERP depth), Sovos (global)."}, {"id": "mai-20260918-0023-calibration_b|c231-l5|xai-small|Vertex", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex (ERP depth)"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|xai-small|TaxJar", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Top players like **Avalara**, **Vertex**, **TaxJar**, **Sovos**, and **Wolters Kluwer OneSource** dominate for enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|xai-small|Sovos", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sovos (global)"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|xai-small|Wolters Kluwer OneSource", "prompt": "c231-l5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Wolters Kluwer OneSource", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Top players like **Avalara**, **Vertex**, **TaxJar**, **Sovos**, and **Wolters Kluwer OneSource** dominate for enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|zai-small|Avalara", "prompt": "c231-l5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The following vendors are commonly used by large enterprises and generally meet the security/compliance criteria you've specified"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|zai-small|Vertex", "prompt": "c231-l5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Leading for large ERP systems & global sales tax"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|zai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong for large enterprises with complex tax environments"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|zai-small|Sovos", "prompt": "c231-l5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise tax compliance platform"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|zai-small|Zamp", "prompt": "c231-l5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Managed filing & proactive notice management"}, {"id": "mai-20260918-0023-calibration_b|c231-l5|zai-small|Stripe Tax", "prompt": "c231-l5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "E‑commerce‑focused, API‑first"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|anthropic-small|TaxJar", "prompt": "c231-l6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "This makes it unsuitable for large enterprises with complex operations."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|anthropic-small|Xero", "prompt": "c231-l6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Xero", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "don't automatically calculate or apply sales tax based on your location ... making them inadequate for enterprises with multi-jurisdictional requirements"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|anthropic-small|Vertex", "prompt": "c231-l6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Vertex wasn't originally designed with SaaS and digital products in mind ... Customer support is frequently cited as an area needing improvement"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|anthropic-small|Sovos", "prompt": "c231-l6", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "built for enterprises that have the staff and technical resources to operate sophisticated software"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|TaxJar", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "cautious about SMB- or lightweight tools... The clearest examples in the results are **TaxJar**... weaker match for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|TaxCloud", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "presented as better for **ecommerce** and mid-market use, while enterprise-heavy stacks are directed toward Avalara, Vertex, or Sovos instead"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|Stripe Tax", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "explicitly categorized in the audit-protection comparison as **SMB / Global**, not enterprise-focused"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|Avalara", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "enterprise-heavy stacks are directed toward Avalara, Vertex, or Sovos instead"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|Vertex", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "these are built for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|Sovos", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "these are built for large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|Anrok", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may be workable... but they are not the first choice when the enterprise has complex ERP, multi-country, or high-volume requirements"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|challenger-small|Kintsugi", "prompt": "c231-l6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "may be workable... but they are not the first choice when the enterprise has complex ERP, multi-country, or high-volume requirements"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|QuickBooks Sales Tax", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to firmly avoid ... Built-in accounting/e-commerce tax calculators (QuickBooks Sales Tax, Shopify Tax, Stripe Tax, BigCommerce/Amazon calculators)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|Shopify Tax", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools to firmly avoid ... (QuickBooks Sales Tax, Shopify Tax, Stripe Tax, BigCommerce/Amazon calculators) These are designed for small, single-state sellers."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|Stripe Tax", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools to firmly avoid ... Stripe Tax ... lack economic nexus tracking, state registration, and automated return filing"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|BigCommerce/Amazon calculators", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "BigCommerce/Amazon calculators", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools to firmly avoid ... BigCommerce/Amazon calculators) These are designed for small, single-state sellers."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|TaxJar", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Consumer-grade e-commerce sales tax plugins (TaxJar-style \"online seller\" tools) ... They collapse under: Multi-entity, multi-channel, global operations."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|Kintsugi", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Tools to be cautious about (evaluate carefully) ... Low-cost/flat-fee automation tools (Kintsugi, TaxJar, similar) Their economics often break for high-volume enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|Avalara", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "the leading purpose-built platforms are generally **Avalara, Vertex, and Sovos** (these are the established enterprise choices)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|Vertex", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "the leading purpose-built platforms are generally **Avalara, Vertex, and Sovos**"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|deepseek-small|Sovos", "prompt": "c231-l6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "the leading purpose-built platforms are generally **Avalara, Vertex, and Sovos** ... Even so, vet them carefully on pricing transparency"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|TaxJar", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-Focused and \"Self-Service\" SaaS (Avoid)\n*Examples: TaxJar, TaxCloud, Quaderno, Stripe Tax, Zamp, and Numeral.*"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|TaxCloud", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-Focused and \"Self-Service\" SaaS (Avoid)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Quaderno", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "SMB-Focused and \"Self-Service\" SaaS (Avoid)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Stripe Tax", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "SMB-Focused and \"Self-Service\" SaaS (Avoid)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Zamp", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "SMB-Focused and \"Self-Service\" SaaS (Avoid)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Numeral", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "SMB-Focused and \"Self-Service\" SaaS (Avoid)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Shopify Tax", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Platform-Native and Built-In Tax Calculators (Avoid/Be Cautious)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Salesforce Tax", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Salesforce Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Platform-Native and Built-In Tax Calculators (Avoid/Be Cautious)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|NetSuite's basic tax module", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "NetSuite's basic tax module", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Platform-Native and Built-In Tax Calculators (Avoid/Be Cautious)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Zuora Tax", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zuora Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "Platform-Native and Built-In Tax Calculators (Avoid/Be Cautious)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Avalara (AvaTax)", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "Legacy Enterprise Giants (Be Highly Cautious) ... particularly Avalara ... the decline in support quality"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Vertex (O Series)", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex (O Series)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "Legacy Enterprise Giants (Be Highly Cautious)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Sovos", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "Legacy Enterprise Giants (Be Highly Cautious)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|google-small|Thomson Reuters ONESOURCE", "prompt": "c231-l6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "Legacy Enterprise Giants (Be Highly Cautious)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|meta-small|Avalara", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "criticized for its limited support responsiveness and per-filing pricing that scales poorly with transaction volume growth"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|meta-small|Vertex", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "criticized for its limited support responsiveness and enterprise pricing that may be too expensive for some businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|meta-small|TaxJar (Stripe)", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (Stripe)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "criticized for its limited filing automation and basic support levels"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|meta-small|Sovos", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "designed for large global corporations needing multi-country compliance. It offers broad international coverage and flexible pricing."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|meta-small|Wolters Kluwer/CCH", "prompt": "c231-l6", "model": "meta-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Wolters Kluwer/CCH", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "designed for large enterprises with complex ERP environments. It offers comprehensive tax coverage and deep ERP integrations."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|TaxJar", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "large enterprises should avoid or be cautious about tools designed primarily for small sellers, such as: TaxJar (while popular, it's often described as more suitable for smaller sellers)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|Kintsugi", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "should avoid or be cautious about tools designed primarily for small sellers, such as: ... Kintsugi"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|TaxCloud", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "should avoid or be cautious about tools designed primarily for small sellers, such as: ... TaxCloud"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|Avalara", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Some tools like Avalara are described as \"expensive\" with custom pricing... limited support levels"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|Vertex", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "For large enterprises, it's generally recommended to look at: Vertex (particularly for complex ERP environments)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|Sovos", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "For large enterprises, it's generally recommended to look at: ... Sovos"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|Wolters Kluwer/CCH", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Wolters Kluwer/CCH", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "recommended to look at: ... Wolters Kluwer/CCH"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|SAP Tax Compliance", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "SAP Tax Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "SAP Tax Compliance (if using SAP)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|minimax-small|TaxValet", "prompt": "c231-l6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "considering managed services like TaxValet if you prefer to fully outsource compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|mistral-small|Avalara", "prompt": "c231-l6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Avalara**: While powerful, it can be expensive at scale and is sometimes criticized for its pricing model for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|mistral-small|Vertex", "prompt": "c231-l6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Vertex**: Best for enterprises, but custom pricing can be high, and the platform may be overly complex for simpler needs."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|mistral-small|Sovos", "prompt": "c231-l6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Sovos**: Suitable for global enterprises, but integration and cost can be challenging for some large organizations."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|mistral-small|Wolters Kluwer/CCH", "prompt": "c231-l6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Wolters Kluwer/CCH", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "prioritize platforms known for enterprise-grade features, such as Vertex, Sovos, or Wolters Kluwer/CCH"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|moonshot-small|TaxJar", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "### 1. **TaxJar** (Now Stripe Tax)\n**Why to avoid:**"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|moonshot-small|Stripe Tax (Standalone)", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax (Standalone)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Why to be cautious:** Designed primarily for **Stripe Checkout users**"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|moonshot-small|TaxCloud", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Small Business/Mid-Market Solutions** (e.g., TaxCloud, Quaderno, Sovos Taxify)\n**Why to avoid:**"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|moonshot-small|Quaderno", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "(e.g., TaxCloud, Quaderno, Sovos Taxify)\n**Why to avoid:**"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|moonshot-small|Sovos Taxify", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos Taxify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "(e.g., TaxCloud, Quaderno, Sovos Taxify)\n**Why to avoid:**"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|moonshot-small|Avalara", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "**Avalara**\n**Common enterprise complaints:** Support responsiveness issues... High costs"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|moonshot-small|Vertex", "prompt": "c231-l6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Vertex**\n**Challenges to consider:** Longer implementation timelines... Enterprise-grade pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|openai-small|TaxJar", "prompt": "c231-l6", "model": "openai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "TaxJar, for example, has positioning and market materials that emphasize SMB/mid-market use cases ... may not be the best fit for very complex enterprise environments."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|openai-small|Avalara", "prompt": "c231-l6", "model": "openai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Enterprise vendors like Avalara explicitly emphasize deep integrations across complex environments, which is the kind of capability you want to compare against."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|xai-small|TaxJar", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "SMB-Focused Tools (e.g., TaxJar, TaxCloud) ... TaxJar is frequently called out as non-scalable in automation limitation articles."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|xai-small|TaxCloud", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "SMB-Focused Tools (e.g., TaxJar, TaxCloud) ... often lack enterprise-grade features"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|xai-small|Avalara", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Avalara (Especially Without Managed Add-Ons) ... enterprise users report high costs, complex setups ... poor customer support ... billing surprises, and accuracy issues"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|xai-small|Vertex O Series", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex O Series", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Opt for enterprise-proven like Vertex, Sovos, or SAP-integrated solutions with managed services."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|xai-small|Sovos", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "pair with experts (e.g., Sovos, TaxValet managed services rated higher at 4.7-4.8/5)"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|xai-small|TaxValet", "prompt": "c231-l6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TaxValet managed services rated higher at 4.7-4.8/5"}, {"id": "mai-20260918-0023-calibration_b|c231-l6|zai-small|Avalara", "prompt": "c231-l6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Platforms with proven enterprise-grade capabilities (e.g., Avalara, Vertex, Sovos, Thomson Reuters ONESOURCE)."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|zai-small|Vertex", "prompt": "c231-l6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Platforms with proven enterprise-grade capabilities (e.g., Avalara, Vertex, Sovos, Thomson Reuters ONESOURCE)."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|zai-small|Sovos", "prompt": "c231-l6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Platforms with proven enterprise-grade capabilities (e.g., Avalara, Vertex, Sovos, Thomson Reuters ONESOURCE)."}, {"id": "mai-20260918-0023-calibration_b|c231-l6|zai-small|Thomson Reuters ONESOURCE", "prompt": "c231-l6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Platforms with proven enterprise-grade capabilities (e.g., Avalara, Vertex, Sovos, Thomson Reuters ONESOURCE)."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|alibaba-small|Verint (formerly Avalara)", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Verint (formerly Avalara)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with Verint (Avalara) or Vertex if you need maximum safety, have complex product lines"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|alibaba-small|Vertex (by Verint)", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex (by Verint)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Verint (Avalara) or Vertex if you need maximum safety"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|alibaba-small|Thomson Reuters ONESOURCE", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Great for companies that need a \"full house\" solution"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|alibaba-small|Sovos (ComplyTrax)", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos (ComplyTrax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Sovos or Verifile if you want a faster setup and a better user experience"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|alibaba-small|Verifile", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Verifile", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Sovos or Verifile if you want a faster setup"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|alibaba-small|TaxJar", "prompt": "c231-m1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Go with TaxJar if you are on the lower end of the mid-market ($50M-$100M)"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|anthropic-small|Taxwire", "prompt": "c231-m1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Taxwire combines a real-time calculation engine with an in-house tax team under one roof, covering the full lifecycle from nexus monitoring through audit defense."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|anthropic-small|Anrok", "prompt": "c231-m1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Anrok consistently rates higher than legacy solutions... However, as a platform focused on digital and hybrid businesses, Anrok may not be the best fit for companies primarily selling physical goods."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|anthropic-small|Commenda", "prompt": "c231-m1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For mid-market startups with 5–30 entities across multiple countries, Commenda consolidates entity management, indirect tax, transfer pricing..."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|anthropic-small|Avalara", "prompt": "c231-m1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "positioned for mid-market to enterprise businesses with tax staff available to operate the platform"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|challenger-small|Zamp", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single pick from these results is **Zamp** if your goal is to minimize internal sales tax work"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|challenger-small|Avalara", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd pick **Zamp for operational simplicity** or **Avalara for platform breadth**"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|challenger-small|TaxCloud", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your B2B company is closer to a **mid-market U.S. ecommerce/SaaS model**"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|challenger-small|Vertex", "prompt": "c231-m1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "though it is usually a heavier solution than most mid-market teams need"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|deepseek-small|Avalara", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara is widely considered the leading choice for mid-market B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|deepseek-small|Vertex", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Vertex if you're in a complex industry (manufacturing)"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|deepseek-small|TaxJar", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for scaling SaaS/e-commerce B2B"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|deepseek-small|Anrok", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "purpose-built for SaaS and digital-goods B2B"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|deepseek-small|Sovos", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "excellent multi-jurisdiction compliance and certificate governance"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|deepseek-small|Numeral", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "per-filing pricing model ($75+/filing) with managed service"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|deepseek-small|Stripe Tax", "prompt": "c231-m1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "0.5% of transaction value if you're already on Stripe"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|google-small|Avalara (AvaTax + CertCapture)", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax + CertCapture)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Traditional B2B (Physical Goods, Manufacturing, Distribution)... remains the most common choice for mid-market B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|google-small|Vertex (Vertex O Series)", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex is the primary alternative to Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|google-small|Anrok", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for B2B SaaS, Technology, and Digital Goods... If it's pure SaaS, go with Anrok"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|google-small|Taxwire", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "look at a co-managed platform like Taxwire, Zamp, or Galvix"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|google-small|Galvix", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Modern \"co-managed\" software services like Taxwire, Galvix, and Zamp have emerged to solve this"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|google-small|Zamp", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "look at a co-managed platform like Taxwire, Zamp, or Galvix"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|google-small|EXEMPTAX", "prompt": "c231-m1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "EXEMPTAX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best Standalone Exemption Certificate Manager (Best-of-Breed Approach)"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|Taxwire", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for a mid-market B2B company is Taxwire"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|Prophit.ai", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Prophit.ai", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|Avalara", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|Vertex", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|Anrok", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|Stripe Tax", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|TaxCloud", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|meta-small|Zamp", "prompt": "c231-m1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Other options include Prophit.ai, Avalara, Vertex, Anrok, Stripe Tax, TaxCloud, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|minimax-small|Taxwire", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Taxwire** appears to be the best sales tax compliance software for a mid-market B2B company."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|minimax-small|Avalara", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** | Enterprise companies needing broad integrations and managed filings"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|minimax-small|TaxJar", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Unlike Avalara, TaxJar, Vertex, and other competitors"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|minimax-small|Vertex", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vertex** | Companies using SAP/Oracle with complex industry-specific requirements"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|minimax-small|TaxCloud", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TaxCloud** | simpler mid-market needs, SST-eligible sellers"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|minimax-small|Numeral", "prompt": "c231-m1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Numeral** | E-commerce focused, Shopify-native businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|mistral-small|Taxwire", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies, **Taxwire** and **Avalara** are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|mistral-small|Avalara", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Taxwire** and **Avalara** are the top recommendations due to their comprehensive features and strong support"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|mistral-small|Vertex", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "best suited for larger enterprises... but may be overkill for some mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|mistral-small|TaxJar", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need a more budget-friendly or simpler solution, **TaxJar** or **Prophit.ai** may be better fits."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|mistral-small|Prophit.ai", "prompt": "c231-m1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Prophit.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "combining sales/use tax and certificate management at a flat price, which can be cost-effective for mid-market firms"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|moonshot-small|Avalara", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "if you have complex tax scenarios ... **Avalara** is worth the additional investment despite higher costs and implementation complexity"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|moonshot-small|TaxJar", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most mid-market B2B companies, **TaxJar** hits the sweet spot of functionality, ease of use, and cost."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|moonshot-small|Sovos", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovos** - Best for Global Compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|moonshot-small|Vertex", "prompt": "c231-m1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vertex** - Enterprise-Grade Option"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|openai-small|Avalara", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safest default recommendation is **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|openai-small|Anrok", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong fit if you're a modern software/SaaS business"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|openai-small|Vertex", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "generally positioned more toward enterprise/midmarket-complex use cases than simpler mid-market setups"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|openai-small|Sovos", "prompt": "c231-m1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically more enterprise-leaning and implementation can be heavier"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|xai-small|Avalara", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara (Most Recommended Overall)"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|xai-small|Vertex", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade but suitable for mid-market B2B with manufacturing/ERP-heavy ops."}, {"id": "mai-20260918-0023-calibration_b|c231-m1|xai-small|Sovos", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Comprehensive for mid-market B2B, covering sales/use tax, exemptions, reporting"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|xai-small|TaxJar", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "ecomm-focused, ~$19-99/mo, weaker for pure B2B exemptions"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|xai-small|TaxCloud", "prompt": "c231-m1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "affordable, but lighter features"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|zai-small|Taxwire", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for a mid‑market B2B company:** **Taxwire**"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|zai-small|Avalara", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** is the runner‑up with the widest integration ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|zai-small|Vertex", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise‑grade, ERP‑heavy environments with complex global operations"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|zai-small|TaxJar", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Small‑to‑mid‑sized e‑commerce and subscription businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-m1|zai-small|Anrok", "prompt": "c231-m1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SaaS and digital‑first companies with recurring revenue"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|alibaba-small|Avalara", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one industry standard that balances robustness with usability for this size, it is **Avalara**."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|alibaba-small|TaxJar", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxJar has aggressively expanded its B2B capabilities... Offers full service (they file and pay taxes for you) in 35+ states."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|alibaba-small|G-Accept (formerly TaxBridge)", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "G-Accept (formerly TaxBridge)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "This is a smaller player than the others but is specifically marketed toward mid-sized distributors and resellers."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|alibaba-small|Stripe Tax", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Stripe Tax is mostly calculation-focused... they do not offer the same level of managed filing services as Avalara or TaxJar."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|alibaba-small|SRT (Sales Tax Resources)", "prompt": "c231-m2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "SRT (Sales Tax Resources)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "If you are on **QuickBooks Enterprise**, **SRT (Sales Tax Resources)** might be a cost-effective alternative to the giants above."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|anthropic-small|QuickBooks", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Integrated accounting platforms** (QuickBooks, NetSuite, Xero) - Good for simpler operations"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|anthropic-small|NetSuite", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "NetSuite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Integrated accounting platforms** (QuickBooks, NetSuite, Xero) - Good for simpler operations"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|anthropic-small|Xero", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Integrated accounting platforms** (QuickBooks, NetSuite, Xero) - Good for simpler operations"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|anthropic-small|Avalara", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Specialized sales tax software** (Avalara, TaxJar, Vertex) - Better for complex multi-state scenarios"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|anthropic-small|TaxJar", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Specialized sales tax software** (Avalara, TaxJar, Vertex) - Better for complex multi-state scenarios"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|anthropic-small|Vertex", "prompt": "c231-m2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Specialized sales tax software** (Avalara, TaxJar, Vertex) - Better for complex multi-state scenarios"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|challenger-small|TaxCloud", "prompt": "c231-m2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TaxCloud** if your priority is **full-service U.S. sales tax compliance with transparent pricing and human support**"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|challenger-small|Taxwire", "prompt": "c231-m2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Taxwire is also a strong option because it combines a **real-time tax calculation engine** with **nexus monitoring, registration, automated filing"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|challenger-small|Avalara", "prompt": "c231-m2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avalara** is the safer enterprise-leaning choice"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|deepseek-small|Avalara (AvaTax)", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized B2B companies, **Avalara** is the strongest overall choice."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|deepseek-small|Vertex", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pick this if you're a *large* mid-market company running SAP or Oracle... But it's more expensive ($8,500–$144K/year) and heavier to implement — often overkill"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|deepseek-small|TaxJar", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if your B2B model is primarily **e-commerce/online orders**... However, it has meaningful gaps for B2B"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|deepseek-small|Taxware", "prompt": "c231-m2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxware", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "An emerging option specifically targeting mid-market manufacturers... though it's less proven than the incumbents."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|google-small|Anrok", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Anrok ... Anrok was built from the ground up specifically to solve this problem."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|google-small|Zamp", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top Recommendations: Zamp or Taxwire ... solve this by offering a \"done-for-you\" managed service model."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|google-small|Taxwire", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Top Recommendations: Zamp or Taxwire"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|google-small|Avalara", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Top Recommendation: Avalara (AvaTax + CertCapture) ... often criticized for opaque pricing and slower customer support"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|google-small|Vertex", "prompt": "c231-m2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Vertex is highly expensive and requires significant IT resources to implement compared to agile tools like Anrok or Zamp."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|meta-small|Taxwire", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Taxwire: A top-rated sales tax compliance platform that combines a real-time tax calculation engine with an in-house team of tax professionals"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|meta-small|TaxJar", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. TaxJar: A sales tax compliance platform that automates the entire sales tax lifecycle"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|meta-small|AvaTax", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "AvaTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. AvaTax: A sales tax calculation software that automates even the most complex, industry-specific tax scenarios"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|meta-small|Avalara", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. Avalara: A global, AI-powered tax engine that automates tax calculation, returns filing, nexus monitoring"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|meta-small|Xero", "prompt": "c231-m2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. Xero: An all-in-one cloud-based accounting software that allows you to manage and calculate sales tax."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|minimax-small|Avalara", "prompt": "c231-m2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Given that you're B2B, I'd recommend **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|minimax-small|TaxJar", "prompt": "c231-m2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you're US-only and budget-conscious, **TaxJar** provides excellent value"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|minimax-small|Zamp", "prompt": "c231-m2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zamp** (Best for Full Outsourcing)"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|mistral-small|Avalara", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** and **Taxwire** are top choices due to their scalability, automation, and comprehensive support."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|mistral-small|Taxwire", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avalara** and **Taxwire** are top choices due to their scalability, automation, and comprehensive support."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|mistral-small|Vertex", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal for larger enterprises, especially those using SAP or Oracle"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|mistral-small|Kintsugi", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're in SaaS or e-commerce, consider **Kintsugi**."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|mistral-small|Zamp", "prompt": "c231-m2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Recommended for companies seeking a managed service approach"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|moonshot-small|Avalara", "prompt": "c231-m2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|moonshot-small|Vertex", "prompt": "c231-m2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Overkill and overpriced for mid-market ($60K+)"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|moonshot-small|TaxJar", "prompt": "c231-m2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Smaller B2B, e-commerce heavy | Starts at $19/mo; simpler but less robust for complex B2B scenarios"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|moonshot-small|Anrok", "prompt": "c231-m2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SaaS/recurring revenue B2B | Excellent if you're a subscription/software business"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|openai-small|Avalara", "prompt": "c231-m2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Avalara** first, especially if you need both **tax calculation and filing/remittance** in one platform."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|openai-small|TaxJar", "prompt": "c231-m2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is also a solid choice"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|xai-small|Avalara", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Avalara as the top sales tax calculation and filing tool."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|xai-small|TaxJar", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TaxJar is more e-commerce/DTC-focused and lacks the same depth for B2B exemptions."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|xai-small|Vertex", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Overkill/ pricier for mid-sized"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|xai-small|TaxCloud", "prompt": "c231-m2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SST states, cost-sensitive mid-sized | Free/subsidized in SST states | Solid automation + human support"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|zai-small|Taxwire", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Taxwire", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: Taxwire"}, {"id": "mai-20260918-0023-calibration_b|c231-m2|zai-small|Avalara", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "You're a very large enterprise with complex ERP integrations... Pricing is custom and higher."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|zai-small|TaxJar", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "You're a smaller or purely e-commerce-focused business... Less suited for deeper B2B exemption workflows."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|zai-small|Vertex", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "You're an enterprise with legacy ERP stacks where native tax determination inside the ERP is critical."}, {"id": "mai-20260918-0023-calibration_b|c231-m2|zai-small|TaxCloud", "prompt": "c231-m2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "want a low-cost, self-serve solution. Limited to U.S. states; no international or deep B2B exemption support."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|alibaba-small|TaxJar", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose TaxJar or Simo if: You are a DTC brand or retailer selling on marketplaces (Amazon/Etsy) who wants a \"plug-and-play\" solution"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|alibaba-small|Avalara", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Avalara or Vertex if: You are an established enterprise (>$5M+ revenue) using a massive ERP system"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|alibaba-small|Stripe Tax", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Stripe Tax if: You are a SaaS company or App developer running primarily through Stripe"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|alibaba-small|Vertex", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best For: Massive enterprises requiring absolute precision and high customization."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|alibaba-small|Simo (formerly Taxdoo)", "prompt": "c231-m3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Simo (formerly Taxdoo)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose TaxJar or Simo if: You are a DTC brand or retailer selling on marketplaces"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|anthropic-small|Avalara", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The three major players in sales tax software are Avalara, TaxJar, and Sovos"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|anthropic-small|TaxJar", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TaxJar is the favorite for e-commerce and marketplace sellers due to its intuitive interface"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|anthropic-small|Sovos", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The three major players in sales tax software are Avalara, TaxJar, and Sovos"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|anthropic-small|Anrok", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "self-serve tools like Anrok, TaxJar, and Kintsugi let you be hands-on with compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|anthropic-small|Kintsugi", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Kintsugi positions itself as an end-to-end solution using AI tools"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|anthropic-small|Zamp", "prompt": "c231-m3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "fully managed services like Zamp offload all sales tax work to experts"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|Avalara", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Enterprise/global**: **Avalara** or **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|TaxJar", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**E-commerce SMB**: **TaxJar** or **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|Vertex", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Enterprise/global**: **Avalara** or **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|Sovos", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Sovos**: Best for **global compliance** and broader tax/compliance programs"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|Anrok", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**SaaS**: **Anrok** or **Quaderno**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|TaxCloud", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**E-commerce SMB**: **TaxJar** or **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|Quaderno", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**SaaS**: **Anrok** or **Quaderno**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|Stripe Tax", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Stripe-first business**: **Stripe Tax**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|challenger-small|Fonoa", "prompt": "c231-m3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Frequently ranked as a top option for **global indirect tax automation**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Avalara (Avalara AvaTax)", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (Avalara AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Enterprise-grade \"tax engine\" with the most comprehensive coverage and connectors, but setup consulting-heavy and pricey."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Vertex", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "historically relying on manual configuration and IT consulting. Good for global/multinational complexity but not beginner-friendly."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|TaxJar", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best for: Small-to-mid-size ecommerce sellers ... Commerce-native and self-service"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Sovos", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A managed-service model (they file for you) rather than pure self-service"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Stripe Tax", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Easiest to adopt but least flexible"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Shopify Tax", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Shopify Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shopify Tax built into Shopify"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|TaxCloud", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Value option with free filing in many states"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Anrok", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Purpose-built for SaaS and digital products, with an API-first approach"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Quaderno", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Strong US sales tax *and* international VAT/GST in one lightweight, affordable tool"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|Zamp", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "fully managed services — they handle registration, filing, notices, and even audits"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|deepseek-small|TaxValet", "prompt": "c231-m3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxValet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "TaxValet ~$1K–$3K/month) ... Maximum hands-off, highest service cost."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|Avalara (AvaTax)", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Go with **TaxJar** (for simplicity) or **Avalara** (if you have complex B2B exemption certificates)"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|Vertex (Vertex O Series)", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex (Vertex O Series)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Multi-billion dollar enterprises with highly customized corporate environments"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|TaxJar", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with **TaxJar** (for simplicity)"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|TaxCloud", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with **TaxCloud** to take advantage of state-subsidized SST filings"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|Anrok", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you sell SaaS or subscriptions:** Choose **Anrok**"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|Kintsugi", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for:** Fast-growing startups and digital brands wanting modern, AI-first automation"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|Taxwire", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose a managed service like **Taxwire** (for mid-market/NetSuite users)"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|google-small|Zamp", "prompt": "c231-m3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Zamp** (for early-to-mid stage startups)"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|meta-small|Quaderno", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos, and Anrok."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|meta-small|Avalara", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos, and Anrok."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|meta-small|TaxJar", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos, and Anrok."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|meta-small|Vertex", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos, and Anrok."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|meta-small|Sovos", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos, and Anrok."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|meta-small|Anrok", "prompt": "c231-m3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include Quaderno, Avalara, TaxJar, Vertex, Sovos, and Anrok."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Avalara", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Avalara** | Large enterprises with complex, multi-state or international footprints | End-to-end compliance, huge tax-content library"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Vertex", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Vertex** | Multinationals needing high-scale, deterministic tax calculation"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Sovos", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Sovos** | Growing businesses that need a dedicated tax preparer & global coverage"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|TaxJar", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TaxJar** | Small-to-mid e-commerce sellers (US) | Simple setup, AutoFile for US states"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|QuickBooks Tax", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**QuickBooks Tax** | QuickBooks users needing sales-tax calculation & filing"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Xero Tax", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Xero Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Xero Tax** | Xero-based businesses | Same-platform convenience"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|TaxCloud", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**TaxCloud** | Budget-conscious US sellers wanting free calculation & filing"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Fonoa", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Fonoa** \\u2013 AI-powered real-time determination, e-invoicing, audit-ready"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Quaderno", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Quaderno** | Global SaaS & digital product creators"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Anrok", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**Anrok** | SaaS startups needing a modern, API-first tax platform"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Numeral", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**Numeral** | Mid-market firms seeking full-automation of the entire tax lifecycle"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Stripe Tax", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "**Stripe Tax** | Companies already using Stripe for payments"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Galvix", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "**Galvix** | Lean finance teams that want a \\u201cfull-service\\u201d outsourced tax function"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|minimax-small|Sales Tax DataLINK", "prompt": "c231-m3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sales Tax DataLINK", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "**Sales Tax DataLINK** | Multi-state retailers with complex filing needs"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|mistral-small|Avalara", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** – Best overall for automated tax calculation and filing at scale, suitable for businesses of all sizes and industries."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|mistral-small|Vertex", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for large ERP systems and global sales tax compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|mistral-small|TaxJar", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best standalone software for affordability and simplicity"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|mistral-small|Zoho Books", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for small businesses already using Zoho’s ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|mistral-small|Anrok", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for SaaS companies, focusing on subscription and digital service tax compliance."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|mistral-small|Sovos", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "A cloud-based solution for tax compliance and regulatory reporting"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|mistral-small|Fonoa", "prompt": "c231-m3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A global AI-powered indirect tax automation platform, scoring highest in some comparisons for advanced automation."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Avalara", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Most comprehensive coverage (190+ countries)"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Stripe Tax", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Seamless Stripe integration, fast setup"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|TaxJar", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Note: No longer accepting new customers"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Sovos", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Managed services with human review"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|TaxCloud", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "SST program participation, low cost"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Vertex", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Enterprise-grade determination engine"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Anrok", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Purpose-built for SaaS/subscription models"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Quaderno", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong international VAT/GST + invoicing"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Fonoa", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Fonoa", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Widest jurisdiction coverage | Avalara (190+ countries), Fonoa"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Galvix", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Human review of returns | Sovos, Galvix"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|QuickBooks Tax", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Built-in invoicing | Quaderno, QuickBooks Tax"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|moonshot-small|Kintsugi", "prompt": "c231-m3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Free tier available | TaxCloud, Kintsugi"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|openai-small|Avalara", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Avalara is usually the most “enterprise/comprehensive” option... Usually more expensive/complex"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|openai-small|TaxJar", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small/mid ecommerce seller: TaxJar or Stripe Tax"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|openai-small|Vertex", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise with ERP complexity: Vertex or Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|openai-small|Sovos", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need broader compliance beyond sales tax: Sovos"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|openai-small|Stripe Tax", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "usually the easiest if you already run payments in Stripe"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|openai-small|Shopify Tax", "prompt": "c231-m3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shopify-only business: Shopify Tax"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|xai-small|Avalara", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Enterprise → Avalara/Vertex"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|xai-small|TaxJar", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "SMB/e-com → TaxJar/TaxCloud"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|xai-small|Vertex", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise → Avalara/Vertex"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|xai-small|TaxCloud", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "SMB/e-com → TaxJar/TaxCloud"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|xai-small|Sovos", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Global finance teams; Sovos files w/ human review"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|xai-small|Anrok", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "SaaS → Anrok"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|xai-small|Galvix", "prompt": "c231-m3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Managed services like Sovos/Galvix (emerging)"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|zai-small|Avalara", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Avalara** remains the most comprehensive, enterprise-ready solution, but it comes with higher price tags and a steeper learning curve."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|zai-small|Vertex", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Vertex** is the heavyweight for the largest organizations with complex ERPs and global needs."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|zai-small|TaxJar", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxJar** offers the best balance of developer friendliness and affordability for SMB e-commerce."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|zai-small|Anrok", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Anrok** is a clean, focused option for SaaS companies that want simple, predictable pricing."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|zai-small|Zoho Books", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Zoho Books** works best if you're already in the Zoho ecosystem and need basic tax handling"}, {"id": "mai-20260918-0023-calibration_b|c231-m3|zai-small|TaxCloud", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**TaxCloud** offers straightforward ecommerce tax filing, especially in Streamlined Sales Tax states."}, {"id": "mai-20260918-0023-calibration_b|c231-m3|zai-small|Stripe Tax", "prompt": "c231-m3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Stripe Tax** is essentially a \"set-and-forget\" option for Stripe users"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|alibaba-small|Zoho Books", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for Lowest Startup Cost: **Zoho Books** ... is likely your best option."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|alibaba-small|Numeral", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Numeral is ideal if your filing frequency is sporadic or if you cannot afford a recurring monthly SaaS subscription."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|alibaba-small|TaxCloud", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxCloud is widely considered the most cost-effective managed service for growing SMBs"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|alibaba-small|Avalara", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "It is significantly cheaper than enterprise tools like Avalara."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|alibaba-small|Shopify Tax", "prompt": "c231-m4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if You Already Use Shopify: **Shopify Tax** ... the most seamless and cost-effective path."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|anthropic-small|TaxCloud", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud offers a cost-effective solution with automated sales tax filing and real-time calculations, making it ideal for businesses focused on affordability."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|anthropic-small|Taxwire", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Taxwire provides affordable entry-level automation, with businesses planning to stay small finding Taxwire sufficient"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|anthropic-small|TaxJar", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxJar works best for small US-only e-commerce businesses selling simple physical products, handling needs affordably"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|anthropic-small|Quaderno", "prompt": "c231-m4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Quaderno's pricing starts at $49 per month for the Startup plan"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|challenger-small|TaxCloud", "prompt": "c231-m4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest low-cost choice in these results is **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|challenger-small|TaxJar", "prompt": "c231-m4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **TaxJar** as the safer alternative for e-commerce-heavy businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|challenger-small|Zoho Books", "prompt": "c231-m4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Zoho Books** if you also need **integrated invoicing**"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|deepseek-small|TaxCloud", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall pick for a limited budget:** I'd lean toward **TaxCloud** for dedicated tax software"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|deepseek-small|Zoho Books", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Zoho Books** if you also need integrated accounting at minimal cost"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|deepseek-small|TaxJar / Stripe Tax", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar / Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxJar/Stripe Tax** is a proven, affordable choice with strong marketplace/SaaS integrations"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|deepseek-small|Numeral", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeral or Kintsugi's** pay-per-filing model (~$75/filing) beats most monthly subscriptions"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|deepseek-small|Kintsugi", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Numeral or Kintsugi's** pay-per-filing model (~$75/filing) beats most monthly subscriptions"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|deepseek-small|Quaderno", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "one of the cheapest at **$29/month (Hobby plan)** for small transaction counts"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|deepseek-small|Avalara", "prompt": "c231-m4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid Avalara** for a tight budget — it's the industry standard but priced for enterprises"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|google-small|Avalara", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Large enterprise engines like Avalara or Vertex often charge thousands of dollars annually, which isn't feasible for a growing business."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|google-small|Vertex", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Large enterprise engines like Avalara or Vertex often charge thousands of dollars annually"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|google-small|TaxCloud", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "TaxCloud (Best Overall for Tight Budgets & SST) ... most cost-effective sales tax software on the market"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|google-small|TaxJar", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **TaxJar** if you want the most user-friendly, hassle-free interface for standard US e-commerce."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|google-small|Stripe Tax", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Stripe Tax (Best for Businesses Already on Stripe)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|google-small|Quaderno", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Quaderno** if you sell digital downloads or subscriptions"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|google-small|Anrok", "prompt": "c231-m4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Anrok", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise software like Anrok is built for SaaS but is priced for VC-backed startups."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|meta-small|TaxCloud", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best sales tax compliance software for a company with a limited budget is TaxCloud, as it is considered the budget-tier option"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|meta-small|Kintsugi", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|meta-small|TaxJar", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|meta-small|Zoho Books", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|meta-small|Quaderno", "prompt": "c231-m4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Other options to consider are Kintsugi, TaxJar, Zoho Books, and Quaderno"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|minimax-small|TaxCloud", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **TaxCloud**. It offers the best value"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|minimax-small|Xero Tax", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Xero Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Xero Tax** (Lowest Price Point)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|minimax-small|Stripe Tax", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Stripe Tax** (Simplest for Small Sellers)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|minimax-small|TaxJar", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TaxJar** (Popular Small Business Choice)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|minimax-small|Quaderno", "prompt": "c231-m4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need international VAT/GST: Consider **Quaderno** starting at $49/month"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|mistral-small|TaxCloud", "prompt": "c231-m4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most budget-friendly option, **TaxCloud** is highly recommended due to its free calculation service and low-cost filing plans."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|mistral-small|TaxJar", "prompt": "c231-m4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is also a strong choice for its simplicity and affordability"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|mistral-small|Zoho Books", "prompt": "c231-m4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need integrated invoicing, **Zoho Books** offers a free plan that may suit micro-businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|moonshot-small|TaxCloud", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxCloud** - Best Overall Value"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|moonshot-small|Zoho Books", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Zoho Books** - Best Free Option"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|moonshot-small|TaxJar", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're a small seller with simple needs → **TaxJar Starter** at $39/month"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|moonshot-small|Numeral", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Small sellers only filing in a few states (pay only for what you use)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|moonshot-small|Avalara", "prompt": "c231-m4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** Avalara and enterprise-focused solutions"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|openai-small|TaxJar Starter", "prompt": "c231-m4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar Starter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best starting point is usually **TaxJar Starter**"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|openai-small|Vertex", "prompt": "c231-m4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Vertex** is generally better suited to larger or mid-market companies with more complex compliance needs, not a tight budget."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|openai-small|Avalara", "prompt": "c231-m4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Avalara** may be worth it if you need a broader compliance platform... but its standard offering starts higher"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|xai-small|TaxCloud", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud stands out as one of the best sales tax compliance software options"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|xai-small|TaxJar", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternatives 1. **TaxJar** (now integrated with Stripe Tax)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|xai-small|Zoho Books", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** (if you need full accounting)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|xai-small|Stripe Tax", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Stripe Tax**: ~0.5% per transaction (pay-per-use, no monthly fee)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|xai-small|Numeral/Kintsugi", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral/Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Numeral/Kintsugi**: $75/filing + low setup – Good for few states."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|xai-small|Avalara", "prompt": "c231-m4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid Avalara for tight budgets: Starts higher (~$69+/month or custom, better for mid-size+)."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|zai-small|TaxCloud", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud Starter (from $19/mo) | Lowest entry price, free filing in 24 SST states, simple integrations."}, {"id": "mai-20260918-0023-calibration_b|c231-m4|zai-small|Kintsugi", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Very low volume, occasional filings only | Kintsugi (pay-per-event, ~$75 per filing)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|zai-small|TaxJar", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Multi-channel e-commerce (Shopify, WooCommerce, etc.) | TaxJar Starter ($39/mo)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|zai-small|Quaderno", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need both US sales tax & VAT/GST | Quaderno Startup ($49/mo)"}, {"id": "mai-20260918-0023-calibration_b|c231-m4|zai-small|Stripe Tax", "prompt": "c231-m4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Already using Stripe for payments | Stripe Tax (0.5% per transaction)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|deepseek-small|Avalara", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Avalara** | Broad compliance depth | 1,400+ integrations, modular suite, global VAT/GST"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|deepseek-small|Vertex", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Vertex** | Enterprise scale | Global indirect tax, end-to-end lifecycle automation, strong ERP fit"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|deepseek-small|Thomson Reuters ONESOURCE", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Multi-system enterprise | Good for complex ERP environments"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|deepseek-small|TaxCloud", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Mid-market U.S. | Flat pricing, SST/CSP free filing in 24 states"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|deepseek-small|Taxwire", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "SaaS/mid-market at your scale | Flat annual ($12–15k), includes real tax professionals per account"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|deepseek-small|Quaderno", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Quaderno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Simpler SMB path | Lighter-weight, e-commerce focused"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|deepseek-small|TaxJar", "prompt": "c231-m5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Simpler SMB path | Lighter-weight, e-commerce focused"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Avalara", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**The Legacy Giants** | **Avalara, Vertex, Sovos**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Vertex", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Avalara, Vertex, Sovos**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Sovos", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Avalara, Vertex, Sovos**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Anrok", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Anrok, Paddle** | Modern SaaS, subscription, or hybrid-digital businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Paddle", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Paddle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Anrok, Paddle** | Modern SaaS, subscription, or hybrid-digital businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Taxwire", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Taxwire, Galvix, Zamp** | Lean finance teams looking to completely outsource the manual work"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Galvix", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Taxwire, Galvix, Zamp**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|Zamp", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Taxwire, Galvix, Zamp**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|TaxJar (Stripe)", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar (Stripe)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**TaxJar (Stripe), TaxCloud** | Pure B2C e-commerce companies"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|google-small|TaxCloud", "prompt": "c231-m5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**TaxJar (Stripe), TaxCloud** | Pure B2C e-commerce companies"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|meta-small|Avalara", "prompt": "c231-m5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the results provide a list of top-rated sales tax compliance software solutions, including Avalara, TaxJar, and Zamp."}, {"id": "mai-20260918-0023-calibration_b|c231-m5|meta-small|TaxJar", "prompt": "c231-m5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "including Avalara, TaxJar, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|meta-small|Zamp", "prompt": "c231-m5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "including Avalara, TaxJar, and Zamp"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|Avalara", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "### **Top Vendors to Consider**\n- **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|Vertex", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "- **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|Sovos", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "- **Sovos**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|TaxJar", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "- **TaxJar** (now part of Thomson Reuters)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|Wolters Kluwer (CCH Tagetik)", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Wolters Kluwer (CCH Tagetik)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "- **Wolters Kluwer (CCH Tagetik)**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|Zonos", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zonos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "- **Zonos** (for international sales tax)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|TaxCloud", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "- **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|mistral-small|Exactor", "prompt": "c231-m5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Exactor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "- **Exactor**"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|moonshot-small|Avalara", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-4 vendors that serve mid-market companies (Avalara, TaxCloud, Sovos, Vertex, Anrok, TaxJar, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|moonshot-small|TaxCloud", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Shortlist 3-4 vendors that serve mid-market companies (Avalara, TaxCloud, Sovos, Vertex, Anrok, TaxJar, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|moonshot-small|Sovos", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shortlist 3-4 vendors that serve mid-market companies (Avalara, TaxCloud, Sovos, Vertex, Anrok, TaxJar, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|moonshot-small|Vertex", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shortlist 3-4 vendors that serve mid-market companies (Avalara, TaxCloud, Sovos, Vertex, Anrok, TaxJar, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|moonshot-small|Anrok", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Shortlist 3-4 vendors that serve mid-market companies (Avalara, TaxCloud, Sovos, Vertex, Anrok, TaxJar, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|moonshot-small|TaxJar", "prompt": "c231-m5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Shortlist 3-4 vendors that serve mid-market companies (Avalara, TaxCloud, Sovos, Vertex, Anrok, TaxJar, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|Avalara", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara (strong for scale) ... Shortlist 3–5: Avalara, Vertex, TaxCloud for broad fit."}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|Vertex", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Vertex (enterprise-grade) ... Shortlist 3–5: Avalara, Vertex, TaxCloud for broad fit."}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|TaxJar/Stripe Tax", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar/Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TaxJar/Stripe Tax (ecommerce-friendly)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|Anrok", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Anrok (SaaS/recurring revenue)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|Sovos", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Sovos, TaxCloud, and managed services"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|TaxCloud", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Shortlist 3–5: Avalara, Vertex, TaxCloud for broad fit."}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|Taxwire", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "fully managed (Zamp/Taxwire) if tax team is lean"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|xai-small|Zamp", "prompt": "c231-m5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "fully managed (Zamp/Taxwire) if tax team is lean"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|zai-small|Avalara", "prompt": "c231-m5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Avalara** | Broad, integrated automation for mid‑market to enterprise | $5K–$70K+ / year (quote‑based)"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|zai-small|Vertex", "prompt": "c231-m5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Vertex** | Complex tax environments, large enterprises | $60K+ / year"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|zai-small|TaxJar", "prompt": "c231-m5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**TaxJar** | SMB and mid‑market ecommerce sellers"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|zai-small|TaxCloud", "prompt": "c231-m5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**TaxCloud** | Budget‑conscious mid‑market"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|zai-small|Anrok", "prompt": "c231-m5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Anrok** | SaaS companies with software‑specific tax rules"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|zai-small|Sovos", "prompt": "c231-m5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Sovos** | Global companies with e‑invoicing and regulatory mandates"}, {"id": "mai-20260918-0023-calibration_b|c231-m5|zai-small|Taxwire", "prompt": "c231-m5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Taxwire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Taxwire** | Mid‑market B2B with managed professional support | $12K–$15K/year"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|alibaba-small|Avalara", "prompt": "c231-m6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Better Alternative:** Automated SaaS tools (like Avalara, TaxJar, or Stripe Tax)."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|alibaba-small|TaxJar", "prompt": "c231-m6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Better Alternative:** Automated SaaS tools (like Avalara, TaxJar, or Stripe Tax)."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|alibaba-small|Stripe Tax", "prompt": "c231-m6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Better Alternative:** Automated SaaS tools (like Avalara, TaxJar, or Stripe Tax)."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|alibaba-small|Netsuite", "prompt": "c231-m6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Netsuite", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "tempted to turn on the tax module inside your main accounting software (e.g., Netsuite, SAP, or Oracle)... built-in ERP tax modules are incredibly rigid"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|alibaba-small|SAP", "prompt": "c231-m6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "SAP", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "built-in ERP tax modules are incredibly rigid. They often require IT-level coding knowledge"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|alibaba-small|Oracle", "prompt": "c231-m6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Oracle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "built-in ERP tax modules are incredibly rigid. They often require IT-level coding knowledge"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|challenger-small|Zamp", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Zamp notes that with self-serve software, *you* handle state notices, nexus monitoring, filing, and related work."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|challenger-small|TaxValet", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "TaxValet warns that exemption tools only work properly when connected to your sales channels and filing workflow."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|challenger-small|Thomson Reuters", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Thomson Reuters also emphasizes ERP integration and fit with your broader IT ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|challenger-small|Sphere", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sphere", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Sphere says some \"sales tax solutions\" are really professional services with a thin software layer"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|challenger-small|TaxCloud", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "TaxCloud and Zamp both highlight the importance of knowing who handles state notices"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|challenger-small|TaxJar", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "TaxJar frames selection around geography, integrations, budget, and support needs"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|challenger-small|Stripe", "prompt": "c231-m6", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Stripe- or platform-tied tools** if you sell across multiple channels, because some options are strongest only inside one ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|deepseek-small|Avalara", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avalara — The leading enterprise tool, but many reviewers flag: Poor customer support ... probably overkill (and error-prone) for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|deepseek-small|TaxJar", "prompt": "c231-m6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TaxJar — Popular with SMBs, but caution points include: No tool to capture tax-exempt certificates"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Avalara (AvaTax)", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**The \"Locked-In\" Price Trap:** Avalara is notoriously aggressive with pricing."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|TaxJar", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Sunsetted for New Standalone Users... making it a poor choice if you use a diverse tech stack."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Stripe Tax", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**No Native Auto-Filing:** ... it **does not actually file or remit the tax** to the states."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Vertex", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "**Why you should avoid them (unless you are enterprise-level):** **Overkill and Expensive:**"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Sovos", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Why you should avoid them (unless you are enterprise-level):** **Overkill and Expensive:**"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Zamp", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "**Zamp** or **Galvix** (known for having clear, flat pricing, human-in-the-loop filing accuracy, and excellent support)"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Galvix", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Galvix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "**Zamp** or **Galvix** (known for having clear, flat pricing, human-in-the-loop filing accuracy, and excellent support)"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Quaderno", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**For independent/indie stacks:** **Quaderno**"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|google-small|Anrok", "prompt": "c231-m6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**For modern B2B SaaS:** **Anrok** (excellent for SaaS-specific integrations and subscription billing)"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|moonshot-small|Avalara", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Be most cautious with: Avalara if you're mid-market (overkill + support issues)"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|moonshot-small|TaxJar", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "TaxJar if you're growing rapidly (scalability ceiling)"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|moonshot-small|Sovos", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Verdict: Poor choice unless you have dedicated staff to manage its complexity."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|moonshot-small|Galvix", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Galvix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Safer Alternatives to Consider ... Galvix – Emphasizes human-in-the-loop verification"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|moonshot-small|Numeral", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Numeral – Newer players with transparent pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|moonshot-small|TaxCloud", "prompt": "c231-m6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "TaxCloud – SST Certified Service Provider"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|xai-small|Numeral", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be cautious with sales tax tools like Numeral and Avalara... Multiple reports of serious issues, including late or incorrect filings leading to penalties"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|xai-small|Avalara", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Frequent complaints about unintuitive setup, tax mapping/troubleshooting difficulties, poor customer service"}, {"id": "mai-20260918-0023-calibration_b|c231-m6|xai-small|TaxJar", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Popular alternatives like TaxJar, Vertex, or TaxCloud have better overall ratings, but vet them too."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|xai-small|Vertex", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Popular alternatives like TaxJar, Vertex, or TaxCloud have better overall ratings, but vet them too."}, {"id": "mai-20260918-0023-calibration_b|c231-m6|xai-small|TaxCloud", "prompt": "c231-m6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Popular alternatives like TaxJar, Vertex, or TaxCloud have better overall ratings, but vet them too."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|alibaba-small|Avalara", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Avalara is generally considered the gold standard for tax compliance."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|alibaba-small|SimplyTAX", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "SimplyTAX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Pure Exemption Management: SimplyTAX"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|alibaba-small|TaxJar", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Ease of Use / Simplicity: TaxJar"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|alibaba-small|Stripe Tax", "prompt": "c231-s1", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Use Stripe: Stripe Tax"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|anthropic-small|Anrok", "prompt": "c231-s1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anrok** is well-suited for B2B companies... supports exemption certificate management. This is particularly valuable for B2B"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|anthropic-small|Kintsugi", "prompt": "c231-s1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the best sales tax compliance software for small businesses, offering an AI-native tax automation platform"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|anthropic-small|TaxJar", "prompt": "c231-s1", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "another popular option, though with some limitations for complex B2B scenarios... B2B transactions with exemptions cause issues"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|challenger-small|TaxJar", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2B companies:** **TaxJar**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|challenger-small|TaxCloud", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best budget-friendly U.S.-only option:** **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|challenger-small|Quaderno", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for international selling:** **Quaderno**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|challenger-small|Zamp", "prompt": "c231-s1", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want more done for you:** **Zamp**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|deepseek-small|TaxJar", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**TaxJar** is a close second with slicker automation."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|deepseek-small|Avalara", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** — but negotiate and watch the cost."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|deepseek-small|TaxCloud", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**TaxCloud** gives the best value (unlimited filings, free SST-state filing)."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|deepseek-small|Zamp", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zamp** is the strongest \"hands-off\" choice."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|deepseek-small|Vertex / ONESOURCE (Thomson Reuters)", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex / ONESOURCE (Thomson Reuters)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more enterprise-grade; usually too heavy and expensive for a small company"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|deepseek-small|Quaderno", "prompt": "c231-s1", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Quaderno** stands out for handling U.S. sales tax plus EU VAT and GST in one tool."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|Vertex", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "While **Avalara** and **Vertex** are the industry giants, they are generally **not recommended** for small B2B companies."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|Avalara", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "they are generally **not recommended** for small B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|Zamp", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best Overall for Small B2B Companies needing Managed Support**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|Anrok", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for B2B SaaS & Digital Product Companies**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|Galvix", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best \"Done-for-You\" Service for Lean Finance Teams**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|Prophit.ai", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Prophit.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best Budget-Friendly/Flat-Rate Option**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|Stripe Tax", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best if Your Tech Stack Runs Natively on Stripe**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|google-small|TaxJar", "prompt": "c231-s1", "model": "google-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "integrates with TaxJar (which Stripe owns) to handle US filing and remittance"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|meta-small|Zoho Books", "prompt": "c231-s1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated software includes Zoho Books, Quaderno, and other specialized sales tax automation tools."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|meta-small|Quaderno", "prompt": "c231-s1", "model": "meta-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated software includes Zoho Books, Quaderno, and other specialized sales tax automation tools."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|minimax-small|TaxJar", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest **TaxJar** or **Zoho Books** as the best starting points. TaxJar is more specialized"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|minimax-small|Zamp", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for:** Businesses wanting full-service tax compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|minimax-small|Zoho Books", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest **TaxJar** or **Zoho Books** as the best starting points"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|minimax-small|Avalara", "prompt": "c231-s1", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Can be overkill for very small companies, pricing is higher"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|mistral-small|Anrok", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small B2B companies, **Anrok** or **Avalara** are top choices due to their scalability and comprehensive features"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|mistral-small|Avalara", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Anrok** or **Avalara** are top choices due to their scalability and comprehensive features"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|mistral-small|TaxJar", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxJar** and **Numeral** are excellent for those with simpler needs"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|mistral-small|Quaderno", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you operate internationally, **Quaderno** is a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|mistral-small|Numeral", "prompt": "c231-s1", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TaxJar** and **Numeral** are excellent for those with simpler needs or who want a more hands-on service"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|moonshot-small|TaxJar", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**If you're just starting out:** **TaxJar** offers the best balance of affordability and functionality"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|moonshot-small|Avalara (AvaTax)", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** provides more robust exemption management"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|moonshot-small|TaxCloud", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**TaxCloud** \\u2014 Best Budget Option"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|moonshot-small|Zamp", "prompt": "c231-s1", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Zamp** \\u2014 Best for Fully Managed Compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|openai-small|TaxJar", "prompt": "c231-s1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxJar** if you want the simplest, lower-cost option for **U.S.-focused sales tax**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|openai-small|Avalara", "prompt": "c231-s1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Avalara** if your B2B business has **more complexity**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|openai-small|Anrok", "prompt": "c231-s1", "model": "openai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A useful third option for some B2B SaaS companies is **Anrok**"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|xai-small|TaxJar", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxJar (Most Recommended for Small B2B/E-commerce Hybrids)"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|xai-small|Avalara AvaTax", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara AvaTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best Overall for Scaling B2B with Integrations"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|xai-small|TaxCloud", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxCloud (Budget Pick for US-Focused Small Biz)"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|xai-small|Zoho Books", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "If already using them—built-in sales tax with nexus alerts"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|xai-small|QuickBooks Online", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "QuickBooks Online", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "built-in sales tax with nexus alerts (~$20-50/month total)"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|xai-small|Stripe Tax", "prompt": "c231-s1", "model": "xai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free setup if on Stripe; 0.5% per transaction—ideal for payment-integrated B2B"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|zai-small|TaxJar", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxJar (Best Overall for Small B2B)"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|zai-small|Zoho Books", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you already use Zoho Books, go with **Zoho Books** for integrated invoicing and tax."}, {"id": "mai-20260918-0023-calibration_b|c231-s1|zai-small|Avalara", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Avalara (Most Comprehensive, but Higher Cost)"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|zai-small|Zamp", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Zamp (Best for B2B Wholesalers)"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|zai-small|Anrok", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Anrok (Best for SaaS/Subscription B2B)"}, {"id": "mai-20260918-0023-calibration_b|c231-s1|zai-small|Taxwire", "prompt": "c231-s1", "model": "zai-small", "cat": "sales-tax-automation", "variant": "direct", "raw": "Taxwire", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Taxwire (Mid-Market B2B with Human Support)"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|alibaba-small|TaxDive", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxDive", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best \"B2B Specialist\": TaxDive ... this is the strongest recommendation"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|alibaba-small|TaxJar", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxJar is arguably the safest choice because its integrations are the deepest."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|alibaba-small|Intuit Tax (by Avalara)", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Intuit Tax (by Avalara)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best for QuickBooks Users: Intuit Tax (by Avalara)"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|alibaba-small|TaxCloud", "prompt": "c231-s2", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Their reporting features are clunkier than TaxJar or TaxDive, which might become annoying as your transaction volume grows."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|anthropic-small|Zamp", "prompt": "c231-s2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Zamp ... Zamp is the strongest option for B2B wholesale teams"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|anthropic-small|Avalara", "prompt": "c231-s2", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Avalara is best for mid-market and enterprise teams that want a broad tax software ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|challenger-small|TaxJar", "prompt": "c231-s2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **TaxJar** if you want the best balance of ease, automation, and broad appeal for a small team"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|challenger-small|Anrok", "prompt": "c231-s2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Anrok** — best for B2B SaaS and subscription-based digital businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|challenger-small|Zamp", "prompt": "c231-s2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zamp** — best if you want a managed service and minimal internal tax work"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|challenger-small|TaxCloud", "prompt": "c231-s2", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TaxCloud** — best if budget is tight and your filing footprint is small"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|deepseek-small|TaxJar", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxJar — best general \"set and forget\" choice for a small US B2B business"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|deepseek-small|Zamp", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Widely ranked #1 specifically for B2B wholesalers because managed exemption management is the crux of B2B compliance."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|deepseek-small|Avalara", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing is custom/volume-based and generally more expensive; more suited to mid-market than a very small operation"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|deepseek-small|TaxCloud", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TaxCloud — cheapest simple option"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|deepseek-small|Zoho Books", "prompt": "c231-s2", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "good if you want it embedded in invoicing"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|google-small|Zamp", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Managed Solution for Physical B2B & Wholesale: **Zamp** ... Zamp is highly recommended."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|google-small|Galvix", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Multi-Channel & ERP-Led B2B: **Galvix** ... Galvix is excellent at bridging these channels."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|google-small|Anrok", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your B2B small business sells software-as-a-service (SaaS) ... **Anrok** is the industry standard."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|google-small|TaxCloud", "prompt": "c231-s2", "model": "google-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For a small business on a tight budget ... TaxCloud is a highly cost-effective option."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|meta-small|QuickBooks", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "1. QuickBooks - Sales Tax Calculation Software"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|meta-small|TaxJar", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "TaxJar and Avalara appear to be popular options that offer a range of features and integrations"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|meta-small|Avalara", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "TaxJar and Avalara appear to be popular options that offer a range of features and integrations"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|meta-small|Xero", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Xero", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "4. Xero - Sales Tax Software for Small Business"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|meta-small|CCH SureTax Returns", "prompt": "c231-s2", "model": "meta-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "CCH SureTax Returns", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "5. CCH SureTax Returns - Sales Tax Software"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|minimax-small|TaxJet", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I'd generally point you toward **TaxJet** (or **TaxJar**)"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|minimax-small|TaxJar", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TaxJar** is my top pick for a small B2B company"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|minimax-small|Avalara AvaTax", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara AvaTax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your volume grows dramatically or you need global tax tables, you can always migrate to **Avalara** later."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|minimax-small|QuickBooks Sales Tax", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're already in the QuickBooks ecosystem, its built-in sales-tax module is a convenient alternative."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|minimax-small|Vertex O Series", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex O Series", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Strong B2B exemption handling, but the UI is more geared toward larger tax departments."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|minimax-small|FreshBooks", "prompt": "c231-s2", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "FreshBooks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Prefer a free/low-cost solution for simple invoicing** | FreshBooks (with manual exemption tracking)"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|mistral-small|Avalara", "prompt": "c231-s2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Avalara** or **QuickBooks Sales Tax**. Both are well-suited for B2B transactions"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|mistral-small|QuickBooks Sales Tax", "prompt": "c231-s2", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Avalara or QuickBooks Sales Tax would be my top recommendations."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|moonshot-small|Avalara AvaTax", "prompt": "c231-s2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara AvaTax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If I had to pick one default for a typical small B2B business**, I would recommend **Avalara AvaTax**"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|moonshot-small|TaxJar (now Stripe Tax)", "prompt": "c231-s2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar (now Stripe Tax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for smaller/leaner operations under ~$5M ... **Caveat:** Its exemption certificate features are more basic than Avalara's."}, {"id": "mai-20260918-0023-calibration_b|c231-s2|moonshot-small|Zamp", "prompt": "c231-s2", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a fully managed service"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|openai-small|Avalara", "prompt": "c231-s2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Avalara** if you need the strongest support for **exemption certificate handling and broader compliance**"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|openai-small|TaxJar", "prompt": "c231-s2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**TaxJar** if you want a **simpler, usually more affordable all-in-one calculation + filing tool**"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|openai-small|Stripe Tax", "prompt": "c231-s2", "model": "openai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "quick 3-way comparison of Avalara vs TaxJar vs Stripe Tax"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|xai-small|TaxJar", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend TaxJar as the top sales tax calculation and filing tool"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|xai-small|Avalara", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your B2B involves heavy custom exemptions, manufacturing, or 100+ states, consider Avalara's CertCapture add-on"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|xai-small|TaxCloud", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "TaxCloud| SST states/small retail | Free/subsidized in some states | $19/mo | Less emphasis on B2B exemptions"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|xai-small|Vertex", "prompt": "c231-s2", "model": "xai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Vertex | Enterprise | Complex rules | Custom/high | Not for small biz"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|zai-small|Avalara", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|zai-small|TaxJar", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** is a cost\\u2011effective alternative"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|zai-small|Quaderno", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global B2B + Invoicing"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|zai-small|Stripe Tax", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Already Use Stripe"}, {"id": "mai-20260918-0023-calibration_b|c231-s2|zai-small|Zamp", "prompt": "c231-s2", "model": "zai-small", "cat": "sales-tax-automation", "variant": "paraphrase", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for B2B Wholesalers Focused on Exemption Certificates"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|alibaba-small|TaxJar", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you sell physical goods on Shopify/Amazon:** Start with **TaxJar**. It's the easiest to implement"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|alibaba-small|Avalara (AvaTax)", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you are B2B or have complex exemptions:** You may need **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|alibaba-small|TaxCloud", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have a tight budget and <500 orders/month:** Look at **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|alibaba-small|Quaderno", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you sell digital services/subscriptions globally:** Choose **Quaderno**."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|alibaba-small|Zoho Books / QuickBooks Online", "prompt": "c231-s3", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books / QuickBooks Online", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Cannot automatically track economic nexus triggers across multiple states; manual intervention required"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|anthropic-small|Avalara", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Avalara is a comprehensive solution designed for larger enterprises with more complex tax requirements, with pricing designed for enterprise use."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|anthropic-small|TaxJar", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For small teams specifically, TaxJar typically offers the best balance of affordability and ease of use"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|anthropic-small|Zamp", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Zamp works well if you prefer to outsource the entire process to a managed service team"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|anthropic-small|TaxCloud", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Other options like TaxCloud, Stripe Tax, and Quaderno are also available."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|anthropic-small|Stripe Tax", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Other options like TaxCloud, Stripe Tax, and Quaderno are also available."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|anthropic-small|Quaderno", "prompt": "c231-s3", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other options like TaxCloud, Stripe Tax, and Quaderno are also available."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|TaxJar", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for e-commerce:** **TaxJar**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|TaxCloud", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best budget option:** **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|Quaderno", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for SaaS/global sales:** **Quaderno**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|Stripe Tax", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best when you already run billing through Stripe; it's tightly integrated but typically less of a full compliance suite"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|QuickBooks Tax / Xero Tax", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks Tax / Xero Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best if you already live in accounting software:** **QuickBooks Tax** or **Xero Tax**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|Anrok", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**SaaS/digital** teams often pick **Anrok** or **Quaderno**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|Zamp", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Best if you want the least internal work:** **Zamp**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|Avalara", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "usually heavier and more expensive than SMB-focused tools"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|challenger-small|Vertex", "prompt": "c231-s3", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Enterprise tools like **Avalara** or **Vertex** offer broader functionality, but small teams often choose simpler, cheaper tools"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|TaxJar", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxJar** is the best balance of cost, ease, and automation."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|Avalara", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Growing, multi-state, or global and willing to invest → **Avalara** once TaxJar feels limiting."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|Vertex", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Definitely not for most small teams — overkill, pricey, and complex."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|Zoho Books", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "want everything in one place** → **Zoho Books**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|Quaderno", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "best if you sell globally (US sales tax + EU VAT + GST)"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|Anrok", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "strong for SaaS/subscription companies managing recurring-revenue compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|TaxCloud", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "an Avalara/TaxJar alternative with simpler pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|deepseek-small|QuickBooks", "prompt": "c231-s3", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "(or QuickBooks with a tax add-on)"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|TaxJar (by Stripe)", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar (by Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Sells **physical products** on Shopify/Amazon | **TaxJar** or **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|TaxCloud", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "TaxCloud is highly subsidized under SST"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|Stripe Tax", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The downside is that it only tracks sales processed through Stripe, making it a poor fit if you sell on multi-channel marketplaces"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|Anrok", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Sells **SaaS/software** and already uses Stripe | **Anrok**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|Zamp", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Wants **hands-off peace of mind** (outsourced experts) | **Zamp** or **Numeral**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|Numeral", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the \"per-filing\" fee structure can become more expensive than flat-rate options"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|Paddle", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Is **tiny (1-3 people)**, selling software/digital goods globally | **Paddle**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|google-small|Lemon Squeezy", "prompt": "c231-s3", "model": "google-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Lemon Squeezy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Paddle** or **Lemon Squeezy**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|TaxJar", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top sales tax tools for a small team include TaxJar, QuickBooks Sales Tax, Galvix, Avalara, Vertex, Kintsugi, Lovat, Numeral, Quaderno, and Sovos Taxify."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|QuickBooks Sales Tax", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "include TaxJar, QuickBooks Sales Tax, Galvix, Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Galvix", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "QuickBooks Sales Tax, Galvix, Avalara, Vertex"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Avalara", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Galvix, Avalara, Vertex, Kintsugi"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Vertex", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Avalara, Vertex, Kintsugi, Lovat"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Kintsugi", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Vertex, Kintsugi, Lovat, Numeral"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Lovat", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Lovat", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Kintsugi, Lovat, Numeral, Quaderno"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Numeral", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Lovat, Numeral, Quaderno, and Sovos Taxify"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Quaderno", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Numeral, Quaderno, and Sovos Taxify"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|meta-small|Sovos Taxify", "prompt": "c231-s3", "model": "meta-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos Taxify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Quaderno, and Sovos Taxify"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|Stripe Tax", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Stripe Tax if: You use Stripe for payments and need simple US sales tax calculation + nexus monitoring"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|TaxJar", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "TaxJar has been acquired by Stripe and is no longer accepting new customers."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|Avalara AvaTax", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara AvaTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "~$500/month (custom quotes) ... More enterprise-focused ... Choose Avalara if: You're scaling past $5M revenue"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|Quaderno", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Best global coverage for small teams, especially for EU VAT compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|Zoho Books", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most affordable integrated solution, best for simple needs"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|TaxCloud", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Most affordable for US-only sellers with fewer nexus states"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|Kintsugi", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pay-per-filing model, great for small sellers with minimal nexus"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|minimax-small|Numeral", "prompt": "c231-s3", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Simplest model for very small operations"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|mistral-small|TaxJar", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong automation and integration with major ecommerce platforms, but can be costly for very small teams"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|mistral-small|Numeral", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "More affordable for businesses with fewer states and simpler needs, but may have limited support for complex scenarios"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|mistral-small|TaxCloud", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Transparent pricing and a focus on affordability, but may lack advanced features"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|mistral-small|Avalara", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Comprehensive but can be expensive and complex for very small teams"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|mistral-small|Zamp", "prompt": "c231-s3", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Focus on ease of use and affordability for startups and small businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|moonshot-small|TaxJar", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small teams, **TaxJar** or **TaxCloud** offer the best balance of automation and affordability."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|moonshot-small|TaxCloud", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small teams, **TaxJar** or **TaxCloud** offer the best balance of automation and affordability."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|moonshot-small|Quaderno", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you have any international exposure, **Quaderno** is the clear winner."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|moonshot-small|Zoho Books", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Integrated Accounting ... sales tax features not as deep as dedicated tools"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|moonshot-small|Numeral", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Only filing in 1–3 states, low volume | **Numeral**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|moonshot-small|Anrok", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for SaaS/Subscription Businesses ... Higher price point (~$400+/mo), overkill for simple product sellers"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|moonshot-small|Avalara", "prompt": "c231-s3", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid Avalara unless your transaction complexity justifies the enterprise pricing."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|openai-small|TaxJar", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Tiny ecommerce team, wants lowest hassle: TaxJar or Stripe Tax."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|openai-small|TaxCloud", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Small retailer wanting more support and possible cost advantages: TaxCloud."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|openai-small|Avalara", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "but it tends to be more complex and pricier"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|openai-small|Stripe Tax", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Stripe Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Tiny ecommerce team, wants lowest hassle: TaxJar or Stripe Tax."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|openai-small|Vertex", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "usually better for larger, more complex environments than a tiny team needs"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|openai-small|Sovos", "prompt": "c231-s3", "model": "openai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "typically the heaviest lifts for a small team"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|xai-small|TaxJar", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxJar** (Best for small to mid-sized e-commerce) ... TaxJar/TaxCloud for pure affordability/simplicity"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|xai-small|Avalara (AvaTax)", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for scaling teams with integrations ... Cons: More expensive/complex for tiniest teams"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|xai-small|TaxCloud", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best budget option for unlimited filings ... TaxJar/TaxCloud for pure affordability/simplicity"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|xai-small|Vertex", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Enterprise-level (custom pricing, complex rules/manufacturing); overkill/too pricey for small teams."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|xai-small|Sovos", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "to a lesser extent Vertex or Sovos"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|xai-small|Quaderno/Paddle", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Quaderno/Paddle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "If global VAT/GST needed alongside US (~$49/mo), but less pure sales tax focus."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|xai-small|QuickBooks/Xero", "prompt": "c231-s3", "model": "xai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "QuickBooks/Xero", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Free/basic tax if already using, but limited automation."}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|Avalara (AvaTax)", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best all‑round for small teams:** **Avalara** (broad compliance + integrations) or **TaxJar**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|TaxJar", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best all‑round for small teams:** **Avalara** ... or **TaxJar** (affordable, e‑commerce‑focused)"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|Vertex", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Vertex", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Vertex** (custom quoting) or **Avalara** (broad compliance)"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|Sovos", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Sovos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for managed, worry‑free compliance:** **Galvix**, **Sovos**, or **Zamp**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|Galvix", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Galvix** or **Zamp** (managed service, human‑reviewed returns)"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|Zamp", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for SaaS/subscription businesses:** **Anrok** or **Zamp**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|Anrok", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Is **SaaS/digital‑first** with subscription billing | **Anrok** or **Zamp**"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|Numeral", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "Numeral", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Smaller/growing e‑commerce & SaaS | Software + optional managed‑service add‑on"}, {"id": "mai-20260918-0023-calibration_b|c231-s3|zai-small|TaxCloud", "prompt": "c231-s3", "model": "zai-small", "cat": "sales-tax-automation", "variant": "comparative", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Best for budget‑conscious e‑commerce:** **TaxJar** or **TaxCloud**"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|alibaba-small|TaxCloud", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Pure Compliance Tool: TaxCloud ... widely considered the most affordable option for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|alibaba-small|Zoho Books", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The Best \"All-in-One\" Budget Solution: Zoho Books ... arguably the best value"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|alibaba-small|TaxJar", "prompt": "c231-s4", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose TaxJar if you run a busy online store and prioritize ease of use over saving $20 a month."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|anthropic-small|Quaderno", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pricing starts at $49 per month for the Startup plan\n, making it one of the most affordable options."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|anthropic-small|TaxCloud", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "offering accurate, transparent, and affordable sales tax compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|anthropic-small|TaxJar", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxJar offers a cloud-based tax program for small businesses to streamline sales tax management"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|anthropic-small|Stripe Tax", "prompt": "c231-s4", "model": "anthropic-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a sales tax software for small businesses using Stripe for payment processing, offering one-click activation"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|challenger-small|TaxJar", "prompt": "c231-s4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxJar** is the safest default recommendation because multiple reviews describe it as a strong small-business option with **predictable pricing**"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|challenger-small|TaxCloud", "prompt": "c231-s4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "one comparison specifically calls it the **budget-tier option**"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|challenger-small|Quaderno", "prompt": "c231-s4", "model": "challenger-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For businesses that need **global VAT/GST** as well as US sales tax, **Quaderno** is the better fit"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|deepseek-small|TaxJar", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxJar** — Best overall for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|deepseek-small|TaxCloud", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd go with **TaxJar** (especially if you can get it free through your e-commerce platform) or **TaxCloud** at $19/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|deepseek-small|Zoho Books", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** — Best if you need integrated invoicing"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|deepseek-small|Taxero", "prompt": "c231-s4", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Taxero", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**$19.99 per filing, no subscription** — ... The absolute cheapest if you only file in 1–2 states"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|google-small|TaxCloud", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud: Best Overall for Multi-State US Sellers ... is almost always the most budget-friendly option"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|google-small|Kintsugi", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Kintsugi: Best Free Tool for Nexus Monitoring ... a fantastic entry point because of its generous free tier"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|google-small|Numeral", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Numeral is an API-first sales tax solution designed to bypass expensive monthly software retainers"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|google-small|TaxJar", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "TaxJar: Best for Predictable Mid-Volume E-Commerce ... While not the absolute cheapest, its pricing is highly transparent"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|google-small|Shopify Tax", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"I only sell on Shopify\": Use Shopify Tax. It is the easiest to set up and highly affordable for low volumes."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|google-small|Stripe Tax", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Stripe Tax allows you to monitor and calculate taxes directly in your checkout flow starting at $90/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|google-small|Avalara", "prompt": "c231-s4", "model": "google-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "its pricing is highly transparent compared to enterprise giants like Avalara"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|meta-small|Kintsugi", "prompt": "c231-s4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Kintsugi", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Some options include Kintsugi, TaxCloud, or TaxJar."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|meta-small|TaxCloud", "prompt": "c231-s4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Some options include Kintsugi, TaxCloud, or TaxJar."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|meta-small|TaxJar", "prompt": "c231-s4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Some options include Kintsugi, TaxCloud, or TaxJar."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|meta-small|Zoho Books", "prompt": "c231-s4", "model": "meta-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "some software like Zoho Books offers integrated invoicing and simple, affordable compliance"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|minimax-small|TaxCloud", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxCloud** if you primarily sell in the US and want free filing in many states"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|minimax-small|TaxJar", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar** or **Zoho Books** if you need more robust features"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|minimax-small|Xero Tax", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Xero Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Xero Tax** if you already use Xero accounting software"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|minimax-small|Zoho Books", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TaxJar** or **Zoho Books** if you need more robust features and are willing to pay a bit more"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|minimax-small|QuickBooks Tax", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "QuickBooks Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** QuickBooks users"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|minimax-small|Stripe Tax", "prompt": "c231-s4", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pay-as-you-go** model can be economical for low-volume sellers"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|mistral-small|TaxCloud", "prompt": "c231-s4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**TaxCloud** and **Zoho Books** are often recommended as the best value options"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|mistral-small|Zoho Books", "prompt": "c231-s4", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Zoho Books** is another excellent choice for small businesses needing integrated invoicing and simple, affordable compliance."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|moonshot-small|TaxCloud", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a **tight budget**, start with **TaxCloud** - it's genuinely free if you're in SST states"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|moonshot-small|TaxJar", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Costs can escalate quickly with volume - the Professional tier runs $99+/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|moonshot-small|Stripe Tax", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you're already using Stripe, **Stripe Tax** is also very cost-effective"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|moonshot-small|Zoho Books", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best Integrated Solution - Includes sales tax compliance with integrated invoicing at a low overall cost"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|moonshot-small|Numeral", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "\"Done-for-you\" filing service at a reasonable price point"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|moonshot-small|Avalara", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid **Avalara** and **Vertex** - these are enterprise solutions"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|moonshot-small|Vertex", "prompt": "c231-s4", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid **Avalara** and **Vertex** - these are enterprise solutions"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|openai-small|TaxCloud", "prompt": "c231-s4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best budget pick overall:** **TaxCloud"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|openai-small|Stripe Tax", "prompt": "c231-s4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best default choice is usually **TaxCloud** or **Stripe Tax**, depending on your setup"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|openai-small|TaxJar", "prompt": "c231-s4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Commonly a solid SMB option, but usually less \"budget-first\" than TaxCloud"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|openai-small|Avalara", "prompt": "c231-s4", "model": "openai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Usually not best for a tight budget:** **Avalara**"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|xai-small|TaxCloud", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud stands out as one of the best sales tax compliance software options"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|xai-small|TaxJar", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxJar (Starter Plan)**: $39/month for 200 orders (recently up from $19). Excellent for e-commerce"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|xai-small|Zoho Books", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ideal if you want all-in-one accounting without extra tools—perfect for tiniest budgets."}, {"id": "mai-20260918-0023-calibration_b|c231-s4|xai-small|Stripe Tax", "prompt": "c231-s4", "model": "xai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "~0.5% per transaction (no monthly fee). Great if you're already on Stripe/Shopify/NetSuite"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|TaxCloud", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "TaxCloud is the top pick.\" / \"Cheapest monthly subscription with SST filing included: TaxCloud ($19/mo)"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|TaxJar", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best all-round for multi-channel online sellers: TaxJar ($39/mo)"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|Zoho Books", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you already use Zoho Books: Zoho Books ($20/mo + optional sales-tax add-on)"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|Inkle", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Inkle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for a very narrow state footprint: Inkle (pay-per-state)"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|QuickBooks Online Sales Tax", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "QuickBooks Online Sales Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you already use QuickBooks: QuickBooks Online Sales Tax (included)"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|Quaderno", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Quaderno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "may be pricier for pure US sales tax but can be a good value if you need EU/GST handling"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|Stripe Tax", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Stripe Tax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "may be overkill if you're not on Stripe"}, {"id": "mai-20260918-0023-calibration_b|c231-s4|zai-small|Sovos Taxify", "prompt": "c231-s4", "model": "zai-small", "cat": "sales-tax-automation", "variant": "budget", "raw": "Sovos Taxify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "higher cost but hands-off if you don't want to manage anything"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|alibaba-small|Coupa", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Coupa", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you aren't large enough to justify a dedicated internal tax department or massive enterprise software (like Coupa)"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|alibaba-small|Avalara", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "software providers like Avalara, TaxJar, Vertex, Thomson Reuters, or others"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|alibaba-small|TaxJar", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "software providers like Avalara, TaxJar, Vertex, Thomson Reuters, or others"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|alibaba-small|Vertex", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "software providers like Avalara, TaxJar, Vertex, Thomson Reuters, or others"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|alibaba-small|Thomson Reuters", "prompt": "c231-s5", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "software providers like Avalara, TaxJar, Vertex, Thomson Reuters, or others"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|Galvix", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some providers (Galvix, TaxValet, Sovos) offer **human review of returns before filing**"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|TaxValet", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "solutions oriented toward SMB/mid-market (TaxJar, TaxCloud, Stripe Tax, Quaderno, TaxValet) are generally more appropriate"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|Sovos", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "more appropriate than enterprise-focused platforms (Avalara, Sovos, Vertex) unless you have unusual complexity"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|Stripe Tax", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Stripe Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "solutions oriented toward SMB/mid-market (TaxJar, TaxCloud, Stripe Tax, Quaderno, TaxValet) are generally more appropriate"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|TaxJar", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "solutions oriented toward SMB/mid-market (TaxJar, TaxCloud, Stripe Tax, Quaderno, TaxValet) are generally more appropriate"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|TaxCloud", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "solutions oriented toward SMB/mid-market (TaxJar, TaxCloud, Stripe Tax, Quaderno, TaxValet)"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|Quaderno", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "solutions oriented toward SMB/mid-market (TaxJar, TaxCloud, Stripe Tax, Quaderno, TaxValet)"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|Avalara", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "more appropriate than enterprise-focused platforms (Avalara, Sovos, Vertex) unless you have unusual complexity"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|deepseek-small|Vertex", "prompt": "c231-s5", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "more appropriate than enterprise-focused platforms (Avalara, Sovos, Vertex) unless you have unusual complexity"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|google-small|Anrok", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Anrok:** Highly recommended for software companies."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|google-small|Zamp", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known as a \"done-for-you\" managed service... highly valuable if you have zero internal tax expertise."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|google-small|TaxJar (by Stripe)", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar (by Stripe)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A favorite for multi-channel e-commerce sellers (Shopify, Amazon, Stripe). It has an intuitive interface and reliable automated filing."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|google-small|TaxCloud", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "An affordable, easy-to-use alternative specifically geared toward small-to-midsize e-commerce businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|google-small|Avalara (AvaTax)", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara (AvaTax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "for a 30-person company, it is often prohibitively expensive, has long and complex implementation timelines"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|google-small|Paddle", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Paddle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "consider a **Merchant of Record (MoR)** like **Paddle** or **Lemon Squeezy**"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|google-small|Lemon Squeezy", "prompt": "c231-s5", "model": "google-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Lemon Squeezy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "consider a **Merchant of Record (MoR)** like **Paddle** or **Lemon Squeezy**"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|meta-small|TaxJar", "prompt": "c231-s5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top sales tax compliance software include TaxJar, Avalara, and Zamp."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|meta-small|Avalara", "prompt": "c231-s5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top sales tax compliance software include TaxJar, Avalara, and Zamp."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|meta-small|Zamp", "prompt": "c231-s5", "model": "meta-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zamp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top sales tax compliance software include TaxJar, Avalara, and Zamp."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|minimax-small|TaxJar", "prompt": "c231-s5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**TaxJar** | Small to mid-market e-commerce | $99/200 orders/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|minimax-small|TaxCloud", "prompt": "c231-s5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TaxCloud** | Mid-market U.S. ecommerce, simplicity | $19/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|minimax-small|Sovos Taxify", "prompt": "c231-s5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos Taxify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Sovos Taxify** | SMBs wanting managed services | Custom"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|minimax-small|Numeral", "prompt": "c231-s5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeral** | Sellers in a few states | $75 per filing"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|minimax-small|Quaderno", "prompt": "c231-s5", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Quaderno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Quaderno** | Real-time VAT + GST (if international) | $49/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|mistral-small|Avalara", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Schedule demos with top vendors (e.g., Avalara, TaxJar, Sovos, Vertex, or Thomson Reuters)."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|mistral-small|TaxJar", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Schedule demos with top vendors (e.g., Avalara, TaxJar, Sovos, Vertex, or Thomson Reuters)."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|mistral-small|Sovos", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Sovos", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Schedule demos with top vendors (e.g., Avalara, TaxJar, Sovos, Vertex, or Thomson Reuters)."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|mistral-small|Vertex", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Schedule demos with top vendors (e.g., Avalara, TaxJar, Sovos, Vertex, or Thomson Reuters)."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|mistral-small|Thomson Reuters", "prompt": "c231-s5", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Thomson Reuters", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Schedule demos with top vendors (e.g., Avalara, TaxJar, Sovos, Vertex, or Thomson Reuters)."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|moonshot-small|TaxJar", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**TaxJar** – Good for e-commerce, starts at ~$19/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|moonshot-small|Avalara", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Avalara** – Comprehensive, best overall, custom pricing"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|moonshot-small|Zoho Books", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Zoho Books", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Zoho Books** – Budget-friendly with integrated invoicing (~$20/month)"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|moonshot-small|Numeral", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Numeral** – Good for growing SaaS/e-commerce, free monitoring tier"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|moonshot-small|TaxCloud", "prompt": "c231-s5", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**TaxCloud** – Affordable with audit protection"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|xai-small|Avalara", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Avalara", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Shortlist 3-5: Avalara (scale), TaxJar (e-com), TaxCloud (simple/affordable)."}, {"id": "mai-20260918-0023-calibration_b|c231-s5|xai-small|TaxJar", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxJar", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "e-commerce favors TaxJar ... TaxJar ~$39/mo; TaxJar 4.7/5"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|xai-small|TaxCloud", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "TaxCloud (simple/affordable)"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|xai-small|Vertex", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options like Avalara, TaxJar, TaxCloud, and Vertex often come up in reviews for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|xai-small|Anrok", "prompt": "c231-s5", "model": "xai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If SaaS/subscriptions, check tools like Anrok"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|zai-small|Galvix", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Galvix", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Many modern vendors (e.g., Galvix, TaxCloud, Quaderno) now offer \"expert-assisted\" filing"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|zai-small|TaxCloud", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "TaxCloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Many modern vendors (e.g., Galvix, TaxCloud, Quaderno) now offer \"expert-assisted\" filing"}, {"id": "mai-20260918-0023-calibration_b|c231-s5|zai-small|Quaderno", "prompt": "c231-s5", "model": "zai-small", "cat": "sales-tax-automation", "variant": "scale", "raw": "Quaderno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many modern vendors (e.g., Galvix, TaxCloud, Quaderno) now offer \"expert-assisted\" filing"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|alibaba-small|Avalara", "prompt": "c231-s6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Common reputable tools** usually include established names like **Avalara**, **TaxJar**, or **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|alibaba-small|TaxJar", "prompt": "c231-s6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "established names like **Avalara**, **TaxJar**, or **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|alibaba-small|Vertex", "prompt": "c231-s6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "established names like **Avalara**, **TaxJar**, or **Vertex**"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|alibaba-small|Shopify Tax", "prompt": "c231-s6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "for very small businesses, the native integrations within your storefront (like **Shopify Tax** or **WooCommerce Tax**) are often sufficient starting points"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|alibaba-small|WooCommerce Tax", "prompt": "c231-s6", "model": "alibaba-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "WooCommerce Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "native integrations within your storefront (like **Shopify Tax** or **WooCommerce Tax**) are often sufficient starting points"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|TaxJar (Stripe Tax)", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (Stripe Tax)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "self-serve software like **TaxJar (Stripe Tax)** and base-level **Avalara** plans mean *you* handle all state notices, nexus monitoring, and corrections"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|Avalara", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Avalara is drifting away from small business... Its pricing is **opaque (custom quotes)**"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|Shopify", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "built-in tax categories are often set up incorrectly out of the box"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|BigCommerce", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "BigCommerce", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "built-in tax categories are often set up incorrectly out of the box"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|QuickBooks", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "built-in tax categories are often set up incorrectly out of the box"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|Galvix", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Galvix", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Many experts now recommend tools that include **managed/human support** (like Galvix, Sovos Taxify, TaxValet, Numeral)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|Sovos Taxify", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos Taxify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "tools that include **managed/human support** (like Galvix, Sovos Taxify, TaxValet, Numeral)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|TaxValet", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxValet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "tools that include **managed/human support** (like Galvix, Sovos Taxify, TaxValet, Numeral)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|deepseek-small|Numeral", "prompt": "c231-s6", "model": "deepseek-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "tools that include **managed/human support** (like Galvix, Sovos Taxify, TaxValet, Numeral)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|Vertex", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Grade Giants (e.g., Vertex, Sovos, Thomson Reuters ONESOURCE) ... Why to avoid them"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|Sovos", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Grade Giants (e.g., Vertex, Sovos, Thomson Reuters ONESOURCE) ... Why to avoid them"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|Thomson Reuters ONESOURCE", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Thomson Reuters ONESOURCE", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Enterprise-Grade Giants (e.g., Vertex, Sovos, Thomson Reuters ONESOURCE) ... Why to avoid them"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|Avalara AvaTax", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara AvaTax", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why to be cautious: While Avalara is highly capable for mid-market and enterprise businesses, it is widely criticized by CPAs and small business owners"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|TaxJar", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Platforms with Sudden Pricing \"Cliffs\" (e.g., TaxJar post-Stripe acquisition) ... Why to be cautious"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|TaxCloud", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Highly rated alternatives ... include **TaxCloud** (known for being affordable and SMB-friendly)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|Numeral", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Numeral** or **Zamp** (highly recommended by CPAs for their managed service model)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|Zamp", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Zamp", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Numeral** or **Zamp** (highly recommended by CPAs for their managed service model)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|google-small|Anrok", "prompt": "c231-s6", "model": "google-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Anrok", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Anrok** (specifically designed for SaaS businesses)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|minimax-small|TaxJar", "prompt": "c231-s6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Start with free or low-cost options** (like TaxJar, Avalara, or QuickBooks Sales Tax)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|minimax-small|Avalara", "prompt": "c231-s6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Start with free or low-cost options** (like TaxJar, Avalara, or QuickBooks Sales Tax)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|minimax-small|QuickBooks Sales Tax", "prompt": "c231-s6", "model": "minimax-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks Sales Tax", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Start with free or low-cost options** (like TaxJar, Avalara, or QuickBooks Sales Tax)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|mistral-small|Avalara", "prompt": "c231-s6", "model": "mistral-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some sales tax software, like Avalara, was originally designed for larger enterprises and may not be well-suited for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c231-s6|moonshot-small|Numeral", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Significant tax calculation issues** leading to delays and penalties"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|moonshot-small|Avalara", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While widely used, Avalara has notable complaints"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|moonshot-small|TaxCloud", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Safer Alternatives Mentioned - **TaxCloud** - Starting at $19/month, includes free filing in 24 SST states"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|moonshot-small|TaxJar", "prompt": "c231-s6", "model": "moonshot-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**TaxJar** - $39/month, good for small marketplace sellers (but note recent price increases"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|xai-small|Avalara", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Overly Complex or Enterprise-Focused Tools (e.g., Avalara)... often overwhelm small businesses with steep setup times"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|xai-small|TaxJar (now Stripe Tax)", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar (now Stripe Tax)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives to consider: Simpler integrations like TaxJar (now Stripe Tax) for e-commerce SMBs."}, {"id": "mai-20260918-0023-calibration_b|c231-s6|xai-small|Numeral", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools with Poor Support and Frequent Bugs (e.g., Numeral, TaxCloud)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|xai-small|TaxCloud", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Tools with Poor Support and Frequent Bugs (e.g., Numeral, TaxCloud)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|xai-small|Shopify", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Shopify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free/basic tools (e.g., built into Shopify/QuickBooks) for starters, but verify accuracy quarterly."}, {"id": "mai-20260918-0023-calibration_b|c231-s6|xai-small|QuickBooks", "prompt": "c231-s6", "model": "xai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Free/basic tools (e.g., built into Shopify/QuickBooks) for starters, but verify accuracy quarterly."}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Stripe Tax", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Stripe Tax", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Stripe Tax** (when used as a standalone tool) | ❌ Basic support; ❌ Limited filing automation; ❌ Limited registration support"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Numeral", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Numeral", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Reported reliability issues—risky for businesses with significant compliance obligations"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Sales Tax DataLINK", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sales Tax DataLINK", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Custom pricing (likely high); may lack transparency for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Avalara", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Avalara", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid tools that are enterprise‑grade (Avalara, Vertex, Sovos)"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Vertex", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Vertex", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Enterprise pricing (starts ~$60K+/year); complex for small operations"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Sovos Taxify", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Sovos Taxify", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Custom pricing; ❌ Limited support for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|TaxJar", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxJar", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Limited nexus tracking (manual); ❌ Basic support; best for simple e‑commerce"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Quaderno", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Quaderno", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "International VAT/GST focus—less coverage for U.S. sales tax if that's your primary need"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Kintsugi", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Kintsugi", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Pay‑per‑filing ($75) can add up; ❌ AI‑driven automation may not fully replace expert oversight"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|Lovat", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "Lovat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "€27/month but aimed at international sellers; ❌ Less practical for U.S.‑only small businesses"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|TaxCloud", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "TaxCloud", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "✅ SST CSP—free filing in 24 states; ✅ Affordable; ✅ Strong support | $19/month"}, {"id": "mai-20260918-0023-calibration_b|c231-s6|zai-small|QuickBooks / Xero Tax", "prompt": "c231-s6", "model": "zai-small", "cat": "sales-tax-automation", "variant": "negative", "raw": "QuickBooks / Xero Tax", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Built‑in for users of those platforms; ✅ Lower cost; ✅ Familiar UI"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|alibaba-small|Carta", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is currently the dominant player in the space... It offers the deepest ecosystem of integrations."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|alibaba-small|Shareworks (by Charles Schwab)", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks (by Charles Schwab)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "competing directly with Carta... exceptionally strong on liquidity event management."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|alibaba-small|Capitalia", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Capitalia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a top contender for mid-market and enterprise companies looking for a more modern interface than Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|alibaba-small|EQuinet", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "EQuinet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "widely recognized as a solution for \"complex capital structures\""}, {"id": "mai-20260918-0023-calibration_b|c235-l1|alibaba-small|Veyo", "prompt": "c235-l1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Veyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Veyo is a newer entrant (founded by former Carta engineers) focused on replacing legacy infrastructure."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|anthropic-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Shareworks by Morgan Stanley** is best for mature enterprise equity ops, offering governance-heavy administration for larger companies."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|anthropic-small|Astrella", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Astrella** is ideal for private-company equity administration with per-stakeholder pricing and scenario and exit modeling."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|anthropic-small|Qapita", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "ranked best in customer satisfaction in both the Mid-Market and Enterprise segments on G2's Equity Management category"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|anthropic-small|Carta", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Carta** is widely recognized as the industry standard in cap table and equity management ... designed to scale from seed to IPO."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|anthropic-small|Ledgy", "prompt": "c235-l1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Multi-jurisdiction companies may prefer Qapita or Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|challenger-small|Carta", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest default choice is **Carta**"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|challenger-small|Qapita", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Qapita** if you need strong **multi-entity / cross-border** support"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|challenger-small|Shareworks / Certent Equity Management", "prompt": "c235-l1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks / Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "as the main enterprise alternatives depending on your geography and complexity"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|deepseek-small|Carta", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Carta ... Carta is the clear market leader and the strongest fit for enterprise B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|deepseek-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The strongest enterprise challenger — purpose-built for large distributed employee populations"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|deepseek-small|Pulley", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "lighter enterprise tooling — better for earlier-stage companies than true enterprise"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|deepseek-small|Ledgy", "prompt": "c235-l1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you're a global B2B company with international equity complexity."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|google-small|Carta", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** remains the default industry standard."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|google-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shareworks** is the gold standard."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|google-small|Ledgy", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** is the best alternative to US-centric platforms."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|google-small|Pulley", "prompt": "c235-l1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulley** is the fastest-growing option."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|minimax-small|Shareworks by Morgan Stanley", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Shareworks by Morgan Stanley** is generally considered the top choice due to its deeper governance features"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|minimax-small|Carta", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "For VC-backed B2B companies heading toward IPO, **Carta** offers the best balance of features and ecosystem integration."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|minimax-small|Pulley", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(Best for Scaling Companies)"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|minimax-small|Ledgy", "prompt": "c235-l1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(Best for Multi-National)"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|mistral-small|Carta", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most enterprise B2B companies, **Carta** is the best overall choice due to its comprehensive features, scalability, and industry trust."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|mistral-small|Pulley", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley is a strong alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|mistral-small|Qapita", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For advanced enterprise workflows and reporting, **Qapita** is a strong contender."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|mistral-small|Ledgy", "prompt": "c235-l1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "For enterprise B2B companies with a presence in Europe or managing international shareholders, Ledgy is a leading choice."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|moonshot-small|Carta", "prompt": "c235-l1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "If you're **high-growth but not yet public**, **Carta** offers the best balance of compliance depth, investor acceptance, and ecosystem breadth."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|moonshot-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you're a **mature enterprise B2B company** (especially pre-IPO or public), **Shareworks** is likely your best choice"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|moonshot-small|Pulley", "prompt": "c235-l1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulley** is a credible alternative that can scale with you."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|openai-small|Carta", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Best overall for enterprise B2B:** **Carta**"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|openai-small|Morgan Stanley at Work / Shareworks", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Morgan Stanley at Work / Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best for large, more complex stock-plan operations:** **Shareworks by Morgan Stanley at Work**"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|openai-small|Ledgy", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** is often a better fit than U.S.-centric tools"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|openai-small|Eqvista", "prompt": "c235-l1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it’s generally not the first name I’d choose for a very large enterprise B2B company unless cost is the main constraint"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|xai-small|Carta", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta (Most Recommended Overall for Scaling Enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|xai-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Top for Mature/Pre-IPO Enterprises"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|xai-small|Qapita", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qapita – Strong Enterprise Contender"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|xai-small|Astrella", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Astrella: Solid for mid-to-large enterprises (8.6-9.5/10 in reviews)"}, {"id": "mai-20260918-0023-calibration_b|c235-l1|xai-small|Pulley", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Avoid startup-focused like Pulley/Ledgy for pure enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|xai-small|Ledgy", "prompt": "c235-l1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid startup-focused like Pulley/Ledgy for pure enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|zai-small|Carta", "prompt": "c235-l1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** is the industry standard and the best overall choice."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|zai-small|Computershare", "prompt": "c235-l1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Computershare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is public or planning an IPO... the traditional **Transfer Agents** are the standard."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|zai-small|Equiniti", "prompt": "c235-l1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Equiniti", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Computershare** and **Equiniti** (via Astrella and EquiTrax respectively) are the two largest players in this space."}, {"id": "mai-20260918-0023-calibration_b|c235-l1|zai-small|Vinyl Equity", "prompt": "c235-l1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Vinyl Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Vinyl Equity** is a rising enterprise player."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|alibaba-small|Carta", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Standard startup platforms like Carta or Pulley, while excellent for early-stage companies, often hit capacity limits or lack the regulatory depth required for thousands of stakeholders."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|alibaba-small|Pulley", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Standard startup platforms like Carta or Pulley, while excellent for early-stage companies, often hit capacity limits or lack the regulatory depth"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|alibaba-small|Computershare", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Computershare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Computershare is the top choice"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|alibaba-small|J.P. Morgan Workplace Solutions (Global Shares)", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions (Global Shares)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with J.P. Morgan or Morgan Stanley if you have a complex, international workforce"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|alibaba-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Shareworks is a heavy-hitter in the enterprise space"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|alibaba-small|Certent Equity Management", "prompt": "c235-l2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Certent is widely respected for its technical depth in financial reporting"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|anthropic-small|Carta", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the most commonly used platforms for large companies with substantial employee bases include: ... Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|anthropic-small|eShares (now part of Carta)", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "eShares (now part of Carta)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Carta, eShares (now part of Carta), Shareworks"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|anthropic-small|Shareworks", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Shareworks, Computershare, and Fidelity Equity Plan Services are popular"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|anthropic-small|Computershare", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Computershare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shareworks, Computershare, and Fidelity Equity Plan Services are popular"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|anthropic-small|Fidelity Equity Plan Services", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Equity Plan Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Fidelity Equity Plan Services are popular for managing complex equity programs at scale"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|anthropic-small|Workday", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Workday", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Integrated HCM systems like Workday, which has equity management capabilities built in"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|anthropic-small|Morgan Stanley Private Wealth", "prompt": "c235-l2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Morgan Stanley Private Wealth", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Specialized solutions like Morgan Stanley Private Wealth or other providers depending on the company's specific needs"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|challenger-small|Shareworks / Global Shares", "prompt": "c235-l2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks / Global Shares", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Shareworks / Global Shares** as the safest default choice"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|challenger-small|Carta", "prompt": "c235-l2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other platforms in the results are ranked highly too—such as **Carta** for startups and enterprises[4]"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|challenger-small|Eqvista", "prompt": "c235-l2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Eqvista** as an overall top recommendation in one review[1]"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|challenger-small|Qapita", "prompt": "c235-l2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "comparing **Shareworks vs Carta vs Eqvista vs Qapita** for large employee populations"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|deepseek-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is the strongest overall choice for a company of your scale."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|deepseek-small|J.P. Morgan Global Shares", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Global Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An \"immovable colossus\" in global enterprise equity."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|deepseek-small|Computershare", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Computershare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best when transfer-agent infrastructure matters"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|deepseek-small|Fidelity Stock Plan Services", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Stock Plan Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Excellent if you want brokerage-grade execution"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|deepseek-small|Carta", "prompt": "c235-l2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Carta is excellent — arguably the category leader — but it's designed primarily for venture-backed private companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|google-small|Shareworks by Morgan Stanley", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shareworks is the market leader for massive, multinational enterprises."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|google-small|Fidelity Equity Management Solutions (NetBenefits)", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Equity Management Solutions (NetBenefits)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Companies looking to consolidate their employee benefits ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|google-small|J.P. Morgan Workplace Solutions (formerly Global Shares)", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions (formerly Global Shares)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Large B2B companies with a highly distributed, multinational workforce."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|google-small|Carta Enterprise", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta Enterprise", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If your B2B company wants a modern, highly intuitive, software-first platform ... Carta is the standard."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|google-small|Ledgy", "prompt": "c235-l2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: European-centric B2B companies with thousands of employees spread across the UK, EU, and Switzerland."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|meta-small|Vestd", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Vestd", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Vestd - a FCA-regulated, ISO 27001 certified platform that provides equity management software for companies of all sizes"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|meta-small|Qapita", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an equity management platform that helps companies manage their cap table... suitable for startups and large companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|meta-small|Carta", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a comprehensive equity management platform designed for enterprises managing complex capitalization tables"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|meta-small|Shareworks by Morgan Stanley", "prompt": "c235-l2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "an enterprise-grade equity management platform that combines sophisticated technology with expert support"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|minimax-small|Centi", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Centi", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Centi** - Known for simplifying cap table management and equity programs"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|minimax-small|Cake Equity", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Cake Equity** - Often rated highly for implementation and usability"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|minimax-small|Optio Incentives", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Optio Incentives", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Optio Incentives** - Targets mid-market and enterprise clients, including public companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|minimax-small|Equinote", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Equinote", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Equinote** - Another option for equity management"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|minimax-small|Shareworks", "prompt": "c235-l2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Shareworks** (by Morgan Stanley) - Popular for larger companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|mistral-small|Carta", "prompt": "c235-l2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Widely regarded as the gold standard for enterprise equity management"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|mistral-small|Pulley", "prompt": "c235-l2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Known for its user-friendly interface and powerful automation, Pulley is suitable for scaling companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|mistral-small|E*TRADE Corporate Services (now part of Morgan Stanley)", "prompt": "c235-l2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "E*TRADE Corporate Services (now part of Morgan Stanley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A strong choice for companies with a large number of employee stock plans"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|mistral-small|Solium Capital (now part of Morgan Stanley at Work)", "prompt": "c235-l2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Solium Capital (now part of Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Another enterprise-grade platform, Solium provides global equity management, compliance, and reporting"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|moonshot-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Morgan Stanley at Work (Shareworks)"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|moonshot-small|Carta", "prompt": "c235-l2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternative: Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|openai-small|Morgan Stanley Shareworks", "prompt": "c235-l2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Morgan Stanley Shareworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Morgan Stanley Shareworks** as the safest default choice if you need **enterprise-grade stock plan administration at scale**"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|openai-small|Pulley", "prompt": "c235-l2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Best modern alternative: Pulley Enterprise**"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|openai-small|Carta", "prompt": "c235-l2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Consider Carta if you want broad all-in-one cap table functionality, but you should evaluate implementation complexity and pricing carefully."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|xai-small|Shareworks by Morgan Stanley", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Shareworks by Morgan Stanley (now part of J.P. Morgan Workplace Solutions) as the top choice."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|xai-small|Carta", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Leader in cap table management and full equity lifecycle... but some note higher costs and a past data issue (resolved)."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|xai-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Similar to Shareworks (often overlapping), with top G2 ratings (4.8/5) for equity comp in enterprises."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|xai-small|Pulley", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Smaller platforms like Pulley, Ledgy, or Qapita work well for mid-sized firms but lack the proven depth for thousands of stakeholders."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|xai-small|Ledgy", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "work well for mid-sized firms but lack the proven depth for thousands of stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|xai-small|Qapita", "prompt": "c235-l2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "work well for mid-sized firms but lack the proven depth for thousands of stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|zai-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with a demo of Shareworks (Morgan Stanley at Work) — it's the most proven platform for your scale and complexity."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|zai-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Compare with J.P. Morgan Workplace Solutions if you want full-service administration and global support."}, {"id": "mai-20260918-0023-calibration_b|c235-l2|zai-small|Qapita", "prompt": "c235-l2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Consider Qapita if you want a more modern interface"}, {"id": "mai-20260918-0023-calibration_b|c235-l2|zai-small|Carta Enterprise Suite", "prompt": "c235-l2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta Enterprise Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Industry-standard cap table management that scales from seed to public"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|alibaba-small|Carta", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your stakeholders are VCs or large institutional investors, Carta is often the default choice."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|alibaba-small|Shareworks (Morgan Stanley)", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Shareworks if:** You are a public company or very late-stage private firm where audit trails, board approval workflows, and SEC compliance are the top priorities."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|alibaba-small|Ledgy", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ledgy if:** Your workforce or HQ is heavily international, requiring nuanced compliance handling across multiple jurisdictions."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|alibaba-small|Vantage / Spoke", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Vantage / Spoke", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Vantage for PE firm-level view; Spoke for individual company execution with heavy focus on data integrity and auditability."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|alibaba-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose JPMorgan/Workplace Solutions if:** You prefer an outsourced service model alongside software"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|alibaba-small|Pulley", "prompt": "c235-l3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pulley/Other SaaS:** Often use predictable annual subscriptions based on stakeholder count"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|anthropic-small|Carta", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta covers the widest range of equity and private-capital workflows in the category."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|anthropic-small|Shareworks", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "It serves as the enterprise solution for companies approaching or at the IPO stage."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|anthropic-small|Ledgy", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledgy is great for EU-based or globally distributed teams."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|anthropic-small|Pulley", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Carta and Pulley, which can become expensive as companies scale"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|anthropic-small|Eqvista", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Eqvista offers a more balanced and practical solution"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|anthropic-small|Cake Equity", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Cake Equity, Ledgy, and Qapita are the strongest options for globally distributed companies."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|anthropic-small|Qapita", "prompt": "c235-l3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "compliant with APAC regulations, with ESOP administration features built primarily for the Indian market"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|challenger-small|Carta", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "it's often described as the strongest all-around enterprise choice, especially for late-stage and integration-heavy teams"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|challenger-small|Shareworks (Morgan Stanley)", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Governance-heavy administration and institutional backing | Heavier rollout and less startup-friendly"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|challenger-small|J.P. Morgan Global Shares / Workplace Solutions", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Global Shares / Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global enterprise administration and outsourced support | Enterprise-only, typically complex to implement"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|challenger-small|Ledgy", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "stands out for **European and multi-jurisdiction equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|challenger-small|Qapita", "prompt": "c235-l3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "typically selected for **global compliance and controlled automation**"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|Carta", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The category default and the largest installed base in the market."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the archetypal **enterprise equity administration** platform for companies with hundreds or thousands of holders"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|Qapita", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global readiness, transparent pricing, built-in global tax/valuation compliance."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|Ledgy", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The standout for European capital markets."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|Astrella (by EQ) & EquiTrax (EQ)", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella (by EQ) & EquiTrax (EQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "differentiates through **transfer-agent integration** for IPO and post-IPO equity stewardship"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "J.P. Morgan Workplace Solutions is another bank-backed option."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|Slice", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Slice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Qapita/Slice are AI-native for checking grants against local global law."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|deepseek-small|Pulley", "prompt": "c235-l3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Carta (breadth, default VC expectation) or Pulley (cheaper, transparent)."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|google-small|Pulley", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pulley, a major challenger to the market leader, announced it was shutting down active operations"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|google-small|Carta", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Carta** if you are a U.S.-based, venture-backed scale-up... Carta is the most widely recognized private equity management platform in the U.S."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|google-small|Shareworks by Morgan Stanley", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose **Shareworks** if you are a massive, multi-country enterprise preparing for a traditional IPO"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|google-small|Fidelity Private Shares", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Fidelity** if you want automated, document-first compliance"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|google-small|Ledgy", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Ledgy** if you are a rapidly growing international scale-up"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|google-small|Astrella", "prompt": "c235-l3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Astrella** if you want an independent, highly secure platform with an immutable ledger"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|meta-small|Carta", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is considered the best overall and is suitable for Series A+ companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|meta-small|Pulley", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley is a good option for pre-seed to seed-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|meta-small|Ledgy", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledgy is a popular choice for European and cross-border teams"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|meta-small|Eqvista", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Eqvista is the cheapest US option with bundled 409A valuations"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|meta-small|Cake Equity", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|meta-small|Shareworks", "prompt": "c235-l3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "including Carta, Pulley, Ledgy, Eqvista, Cake Equity, and Shareworks"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|minimax-small|Carta", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Carta** for US venture-scale"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|minimax-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shareworks** for enterprise/public-company needs"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|minimax-small|Ledgy", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** for European operations"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|minimax-small|Astrella (EQ)", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella (EQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for:** Mid-market and enterprise equity administration"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|minimax-small|Qapita", "prompt": "c235-l3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Qapita** for predictable pricing with global structures"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|mistral-small|Carta", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Largest brand recognition, seamless investor familiarity... Carta is the default for many VCs."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|mistral-small|Shareworks by Morgan Stanley (Morgan Stanley at Work)", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Designed for mature equity operations, public company readiness, and complex global workforces."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|mistral-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Backed by J.P. Morgan, strong global support... Highly scalable for large, multinational teams."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|mistral-small|Qapita", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "All-in-one platform with in-house valuations, 150+ jurisdictions covered"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|mistral-small|Ledgy", "prompt": "c235-l3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "GDPR-native, strong for European startups and international teams."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|moonshot-small|Carta", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** (The Market Leader) ... **Key Differentiator:** Widest feature set and industry standard status"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|moonshot-small|Pulley", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** (The Founder-Friendly Alternative)"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|moonshot-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Late-stage/pre-IPO: Carta, Shareworks, or JP Morgan"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|moonshot-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "(The Full-Service Enterprise Option) ... White-glove service with JP Morgan backing"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|moonshot-small|Astrella", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Astrella** (The Mid-Market Private Company Focus)"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|moonshot-small|Ledgy", "prompt": "c235-l3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EU companies: Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|openai-small|Carta", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** = broadest all-in-one ecosystem, strong default choice for serious private companies."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|openai-small|Morgan Stanley Shareworks", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Morgan Stanley Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Shareworks** = deepest enterprise/pre-IPO/global rigor."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|openai-small|Ledgy", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** = best for international/EU complexity."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|openai-small|Eqvista", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** = broad functionality with a cost/value tilt."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|openai-small|Pulley", "prompt": "c235-l3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "recent third-party comparisons say Pulley is **shutting down / in transition**, so it may not be a stable enterprise choice"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Carta", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Market leader (40k+ companies); VC/acquirer standard... Carta bridges startups-to-enterprise with broadest features."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Shareworks (by Morgan Stanley)", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (by Morgan Stanley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mature enterprises, late-stage/pre-IPO/public; governance-heavy ops... lower user ratings; not ideal for early stages."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Ledgy", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global/EU enterprises; cross-border equity ... Ledgy for EU/global"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Astrella", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast-growing enterprises wanting white-glove service ... Smaller scale/network vs. Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Certent Equity Management", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Larger issuers/enterprises; equity comp & reporting ... more accounting-oriented than full cap table."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Global Shares", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Global Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Large global enterprises; complex international equity ... Heavy implementation"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Pulley", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "distinguishing them from startup-focused tools like Pulley or Cake Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|xai-small|Cake Equity", "prompt": "c235-l3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "distinguishing them from startup-focused tools like Pulley or Cake Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|zai-small|Carta", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the de facto industry standard."}, {"id": "mai-20260918-0023-calibration_b|c235-l3|zai-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Shareworks if: You are a public company or a large enterprise with thousands of employees"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|zai-small|Slice", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Slice", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Slice if: You are a global company with employees in multiple countries"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|zai-small|Certiain", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Certiain", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Certiain if: You are a large public company focused strictly on board governance"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|zai-small|Pulley", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Pulley if: You are a mid-market company looking for a more transparent pricing model"}, {"id": "mai-20260918-0023-calibration_b|c235-l3|zai-small|Ledgy", "prompt": "c235-l3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Ledgy is the dominant player in the European market."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|alibaba-small|Shareworks by Charles Schwab", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Charles Schwab", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation is **Shareworks by Charles Schwab**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|alibaba-small|Veyo", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Veyo", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "followed closely by **Veyo** as a high-value alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|alibaba-small|Carta", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "you should proceed with caution regarding cost predictability"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|alibaba-small|AngelList", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "AngelList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "companies that outgrew early-stage tools (like Carta or AngelList)"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|alibaba-small|Fidelity", "prompt": "c235-l4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "enterprise giants (like Schwab or Fidelity) to be too rigid or overly expensive"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|anthropic-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: Shareworks (Morgan Stanley at Work)"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|anthropic-small|Qapita", "prompt": "c235-l4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qapita offers transparent per-stakeholder pricing that scales predictably"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|anthropic-small|Mantle", "prompt": "c235-l4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Options like Mantle offer this model, though they're not specifically positioned as enterprise solutions."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|challenger-small|Fidelity Private Shares", "prompt": "c235-l4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a large company with predictable costs:** **Fidelity Private Shares**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|challenger-small|Shareworks", "prompt": "c235-l4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a widely used enterprise platform and can handle custom pricing:** **Shareworks**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|challenger-small|Pulley", "prompt": "c235-l4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "framed around up to 25 stakeholders and startup-stage usage, which makes them less clearly suited to thousands of users"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|deepseek-small|Carta", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Carta Scale/Enterprise** — though scalable, it prices **per-stakeholder** and re-quotes on tier growth"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|deepseek-small|Pulley", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Pulley, Eqvista, Ledgy** — best for early/mid-stage; their per-stakeholder or per-employee models aren't designed for thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shareworks is the strongest recommendation for your specific criteria"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|deepseek-small|Certent Equity Management", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Certent Equity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong runner-up: Certent Equity Management"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|deepseek-small|Eqvista", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Pulley, Eqvista, Ledgy** — best for early/mid-stage"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|deepseek-small|Ledgy", "prompt": "c235-l4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Pulley, Eqvista, Ledgy** — best for early/mid-stage"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|google-small|Astrella (by EQ / Equiniti)", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Astrella (by EQ / Equiniti)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Astrella** if you want the perfect middle ground: a platform built on massive, institutional-grade transfer agent registry backend (EQ) that is fully equipped to handle thousands of users"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|google-small|Carta", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "significantly undercut legacy Carta invoices, transitioning you onto a fixed, predictable fee structure"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|google-small|Eqvista", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Eqvista** if your primary goal is maximizing cost savings for a highly complex late-stage private company"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|google-small|Mantle", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it is primarily geared toward early-to-mid stage companies... you may find its enterprise-level compliance features lighter"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|google-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose Shareworks** if you are on a fast-track to an IPO... While this will be your most expensive option"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|meta-small|Carta", "prompt": "c235-l4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some of the top-rated options include Carta, Pulley, Angellist, and Capdesk"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|meta-small|Pulley", "prompt": "c235-l4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "some of the top-rated options include Carta, Pulley, Angellist, and Capdesk"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|meta-small|Angellist", "prompt": "c235-l4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Angellist", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "some of the top-rated options include Carta, Pulley, Angellist, and Capdesk"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|meta-small|Capdesk", "prompt": "c235-l4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "some of the top-rated options include Carta, Pulley, Angellist, and Capdesk"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|minimax-small|Mantle", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Mantle** is the most transparent and cost‑predictable solution on the market today."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|minimax-small|Eqvista", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** (if you also need 409A) | $2/stakeholder/mo is predictable"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|minimax-small|Qapita", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** or **Qapita** | Strong multi‑country tax‑compliance and currency handling."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|minimax-small|Carta (Enterprise)", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta (Enterprise)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "negotiate a flat‑fee enterprise deal with **Carta** or **Shareworks**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|minimax-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "negotiate a flat‑fee enterprise deal with **Carta** or **Shareworks**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|minimax-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Single‑vendor convenience; you can negotiate a flat‑fee arrangement."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|minimax-small|Ledgy", "prompt": "c235-l4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Multinational equity plans (EMI, BSPCE, IFRS reporting) | **Ledgy** or **Qapita**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|mistral-small|Carta", "prompt": "c235-l4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** stands out for its enterprise scalability and transparent pricing structure for large teams"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|mistral-small|Pulley", "prompt": "c235-l4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** is another strong option, especially for companies that want transparent, per-year pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|mistral-small|Qapita", "prompt": "c235-l4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**For granular cost control:** **Qapita** (if marginal cost transparency is critical)"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: **Shareworks by Morgan Stanley**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|moonshot-small|Carta", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their pricing scales significantly with stakeholder count. For thousands of users, you could face $50K-$100K+ annually with unpredictable overages."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|moonshot-small|Pulley", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "❌ Poor - costs escalate quickly with thousands of users"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|moonshot-small|Ledgy", "prompt": "c235-l4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "⚠️ Moderate - better for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|openai-small|Carta", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Carta** as the safest default choice"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|openai-small|Capdesk", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capdesk", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Capterra lists an enterprise tier and a per-user starting price in its directory, which may make cost modeling simpler"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|openai-small|Slice Global Equity", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Slice Global Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "vendor-quoted custom pricing for all tiers, so it may work well for enterprise procurement"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|openai-small|Eqvista", "prompt": "c235-l4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "pricing is also vendor-specific, so it's not as easy to estimate upfront from public info"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|xai-small|Shareworks by Morgan Stanley", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "enterprise-grade solutions like Shareworks by Morgan Stanley are typically the best fit"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|xai-small|Carta", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Request demos/quotes from Shareworks ... and Carta Enterprise"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|xai-small|Pulley", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid startup tools like Pulley/Cake Equity, as their per-stakeholder models explode costs at scale"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|xai-small|Ledgy", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ledgy | EU/global scale-ups | Tiered custom"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|xai-small|Global Shares by J.P. Morgan", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Global Shares by J.P. Morgan", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Yes, similar to Shareworks | Comparable enterprise option."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|xai-small|Cake Equity", "prompt": "c235-l4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid startup tools like Pulley/Cake Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|zai-small|Eqvista", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **Eqvista**"}, {"id": "mai-20260918-0023-calibration_b|c235-l4|zai-small|Carta", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "However, it fails your \"predictable cost\" requirement."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|zai-small|Pulley", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "The Best for Transparency (but Limited Scale): Pulley ... the predictability disappears."}, {"id": "mai-20260918-0023-calibration_b|c235-l4|zai-small|Shareworks (Morgan Stanley)", "prompt": "c235-l4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Like Carta, pricing is not published."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|alibaba-small|Carta", "prompt": "c235-l5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "shortlisted vendors (likely major players like Carta, Capshare, or Pulley)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|alibaba-small|Capshare", "prompt": "c235-l5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Capshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "shortlisted vendors (likely major players like Carta, Capshare, or Pulley)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|alibaba-small|Pulley", "prompt": "c235-l5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "shortlisted vendors (likely major players like Carta, Capshare, or Pulley)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|challenger-small|Carta", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "the market signals in the results point toward **Carta, Pulley, Diligent/Shareworks-style enterprise tools, Ledgy, and Qapita** depending on geography and complexity"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|challenger-small|Pulley", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "point toward **Carta, Pulley, Diligent/Shareworks-style enterprise tools, Ledgy, and Qapita**"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|challenger-small|Diligent/Shareworks", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Diligent/Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Diligent** emphasizes real-time cap table management and audit trails"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|challenger-small|Ledgy", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** explicitly highlights **SAML SSO, 2FA, and ISO 27001**"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|challenger-small|Qapita", "prompt": "c235-l5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Ledgy, and Qapita** depending on geography and complexity"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|deepseek-small|Carta", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** is the reference point for broad capability at growth-to-enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|deepseek-small|Pulley", "prompt": "c235-l5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** strong on transparent pricing and modern UX"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|google-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Highly secure, built for massive global enterprises, pre-IPO, and public companies. It is heavily vetted by institutional procurement but has a steeper learning curve and higher cost."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|google-small|Fidelity Equity Services", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Fidelity Equity Services", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Excellent for large, late-stage, or public enterprises. Offers highly institutional-grade compliance"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|google-small|Carta (Enterprise Tier)", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta (Enterprise Tier)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The market leader in the private space... *Procurement note:* Carefully negotiate their data privacy and participant marketing terms in your MSA."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|google-small|Qapita (backed by Charles Schwab)", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita (backed by Charles Schwab)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quickly becoming a leading alternative to Carta for scaling and global enterprises."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|google-small|Ledgy", "prompt": "c235-l5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If your company has a highly international/European-heavy footprint, Ledgy is exceptionally strong on multi-currency"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|meta-small|MinuteBox", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "MinuteBox - Offers SOC 2 Type II and ISO 27001 compliance"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|meta-small|Pulley", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pulley - Provides cap table software for growing companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|meta-small|EquityList", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "EquityList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "EquityList - Offers an AI-native cap table and compliance operating system"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|meta-small|Qapita", "prompt": "c235-l5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Qapita - Provides equity management software"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|minimax-small|Carta", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** is the enterprise standard due to institutional adoption—if your investors or legal counsel already use it, that network effect matters. However, expect $100K+/year at your scale."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|minimax-small|Pulley", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qapita** and **Pulley** are actively pitching to enterprise customers displaced from Carta due to pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|minimax-small|Qapita", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qapita specifically advertises \"flat pricing\" to avoid renewal shocks."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|minimax-small|Ledgy", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong EU presence, modern UI"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|minimax-small|Xumane", "prompt": "c235-l5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Xumane", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "ISO 27001, SOC 2, GDPR compliant"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|mistral-small|Pulley", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. **Pulley** (startup-friendly, strong integrations, investor portal)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|mistral-small|Carta", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "2. **Carta** (enterprise-grade, but complex pricing)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|mistral-small|Pledge", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pledge", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. **Pledge** (modern UI, good for high-growth companies)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|mistral-small|Eqvista", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. **Eqvista** (affordable, global support)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|mistral-small|Captable.io", "prompt": "c235-l5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Captable.io", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "5. **Captable.io** (simple, good for smaller teams but may scale)"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|moonshot-small|Carta", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Market leader; SOC 2 Type II, global data residency, broad feature set. Often the \"default\" but scrutinize pricing and sales overhead."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Very Strong | Originally built for large public/multinational companies. Best if you have complex global equity plans or need outsourced administration."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|moonshot-small|Pulley", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Moderate-Strong | Clean UX, SOC 2, SSO... Verify enterprise scalability at 5,000+ stakeholders."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|moonshot-small|Astrella (Computershare)", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Astrella (Computershare)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong | Backed by major transfer agent; strong on governance and compliance workflows."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|moonshot-small|Ledgy", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Moderate | European-centric; strong for GDPR/multi-jurisdiction but verify US scalability."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|moonshot-small|Global Shares", "prompt": "c235-l5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Global Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Moderate | European alternative to Carta."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|openai-small|Carta", "prompt": "c235-l5", "model": "openai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Carta, for example, supports SSO for company admins and positions it for SOC 2 / ISO 27001 environments."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|openai-small|Pulley", "prompt": "c235-l5", "model": "openai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "([site.pulley.com](https://site.pulley.com/guides/equity-management-software-for-finance-teams?utm_source=openai))"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|xai-small|Carta", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta**     | Quote-based (free <25 stakeholders) | Full-suite leader; strong SSO/SOC 2."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|xai-small|Pulley", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley**    | Transparent tiers (~$2K+/yr mid-scale) | Fast onboarding; good for growth."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|xai-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Shareworks**| Custom (enterprise) | Built for 500+ employees; audit-heavy."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|xai-small|Ledgy", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Ledgy**, and **Global Shares** frequently come up as enterprise fits"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|xai-small|Global Shares", "prompt": "c235-l5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Global Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ledgy**, and **Global Shares** frequently come up as enterprise fits"}, {"id": "mai-20260918-0023-calibration_b|c235-l5|zai-small|Carta", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Broad ecosystem (cap table, equity operations, board management); widely adopted by mid-market and public companies."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|zai-small|Fidelity Private Shares", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Structured administration support and compliance features."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|zai-small|Ledgy", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Modern UX, strong international coverage, and governance tools for scale-ups."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|zai-small|Pulley", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Transparent pricing, strong audit trail, and integrations for finance teams."}, {"id": "mai-20260918-0023-calibration_b|c235-l5|zai-small|Capdesk", "prompt": "c235-l5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Capdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "(now Carta Europe) | Strong compliance certifications (SOC 2, ISO 27001, GDPR) and SSO."}, {"id": "mai-20260918-0023-calibration_b|c235-l6|alibaba-small|Carta", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Target: Carta (Approach with Caution)... large enterprises must proceed with caution due to recent systemic issues"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|alibaba-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "it may be difficult to implement compared to modern SaaS competitors... Lower User Satisfaction"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|alibaba-small|Ledger", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledger", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compared to agile alternatives like Ledger or Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|alibaba-small|Pulley", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compared to agile alternatives like Ledger or Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|alibaba-small|Eqvista", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You should avoid or strictly limit the following... Targets: Eqvista, Capdesk (before acquisition), Gust Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|alibaba-small|Capdesk", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Capdesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "You should avoid or strictly limit the following... Targets: Eqvista, Capdesk (before acquisition), Gust Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|alibaba-small|Gust Equity", "prompt": "c235-l6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Gust Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "You should avoid or strictly limit the following... Targets: Eqvista, Capdesk (before acquisition), Gust Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|anthropic-small|Carta", "prompt": "c235-l6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "One of the most common concerns about Carta is surprise price increases and lackluster customer support."}, {"id": "mai-20260918-0023-calibration_b|c235-l6|anthropic-small|Pulley", "prompt": "c235-l6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Most modern platforms (Pulley, Carta, Ledgy) allow you to export cap table data in standard formats"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|anthropic-small|Ledgy", "prompt": "c235-l6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Most modern platforms (Pulley, Carta, Ledgy) allow you to export cap table data"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|anthropic-small|Shareworks", "prompt": "c235-l6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "For some platforms like Shareworks, implementation can be problematic: the implementation timeline can stretch over many months"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|challenger-small|Shareworks", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the safer shortlist is usually **Shareworks, Carta enterprise, J.P. Morgan Workplace Solutions/Global Shares, or similar enterprise-grade systems**"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|challenger-small|Pulley", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Pulley** if your enterprise needs deep institutional controls, because it is described as strong on pricing and modeling for early/growth-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|challenger-small|Carta enterprise tiers", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta enterprise tiers", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise-grade needs are more often associated with Shareworks, Carta enterprise tiers, or similar tools"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|challenger-small|Eqvista", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "positioned in the results as a free or startup-friendly option with bundled valuations rather than the default for enterprise complexity"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|challenger-small|AngelList Stack", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "stopped accepting new customers in August 2026**, making it a poor choice for a new enterprise rollout"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|challenger-small|J.P. Morgan Workplace Solutions/Global Shares", "prompt": "c235-l6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions/Global Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "the safer shortlist is usually **Shareworks, Carta enterprise, J.P. Morgan Workplace Solutions/Global Shares, or similar enterprise-grade systems**"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|deepseek-small|Carta", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Treat Carta with real caution over data-handling, pricing transparency, and support."}, {"id": "mai-20260918-0023-calibration_b|c235-l6|deepseek-small|Pulley", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid startup-only tools (Pulley, Ledgy, AngelList Stack) unless your cap table is genuinely simple and small."}, {"id": "mai-20260918-0023-calibration_b|c235-l6|deepseek-small|Ledgy", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Avoid startup-only tools (Pulley, Ledgy, AngelList Stack)"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|deepseek-small|AngelList Stack", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid startup-only tools (Pulley, Ledgy, AngelList Stack)"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|deepseek-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "built specifically for pre-IPO and public companies, enterprise-level, supports liquidity and tender offers"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|deepseek-small|Fidelity Private Shares (formerly Shoobx)", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares (formerly Shoobx)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "bank-backed, with an emphasis on integrated equity workflows"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|deepseek-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "suited for companies wanting a large-institution relationship"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Pulley", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Status: Avoid immediately (winding down)"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Carta", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Status: Proceed with Caution / Heavy Diligence"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Cake Equity", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Status: Avoid for Enterprise-Scale Operations"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Eqvista", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Status: Avoid for Enterprise-Scale Operations"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Mantle", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Mantle", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Status: Avoid for Enterprise-Scale Operations"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Incentrium", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Incentrium", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Status: Avoid for Enterprise-Scale Operations"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "The gold standard for pre-IPO and large public enterprise companies."}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|J.P. Morgan Workplace Solutions (formerly Global Shares)", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions (formerly Global Shares)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Extremely secure, enterprise-focused equity plan administration"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Fidelity Private Shares", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "A highly reputable, secure, and compliant platform"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|google-small|Ledgy", "prompt": "c235-l6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "Ledgy is built from the ground up to handle localized European tax compliance"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|meta-small|Carta", "prompt": "c235-l6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "it has been involved in a customer-data scandal in January 2024, which has raised concerns about its data-handling policies"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|meta-small|Pulley", "prompt": "c235-l6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley being a strong and streamlined option for US C-Corps"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|meta-small|Ledgy", "prompt": "c235-l6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Ledgy being a practical choice for UK and international startups due to its focus on local compliance"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|minimax-small|Carta", "prompt": "c235-l6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta — Trust and Conflict of Interest Concerns ... \"absolutely a breach of privacy protocols.\""}, {"id": "mai-20260918-0023-calibration_b|c235-l6|minimax-small|Pulley", "prompt": "c235-l6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Any large enterprise considering Pulley should absolutely avoid it given the shutdown"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|minimax-small|Shareworks by Morgan Stanley", "prompt": "c235-l6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "platforms like **Shareworks by Morgan Stanley** or **Computershare's Astrella** are typically more suitable enterprise-grade solutions"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|minimax-small|Computershare's Astrella", "prompt": "c235-l6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Computershare's Astrella", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "platforms like **Shareworks by Morgan Stanley** or **Computershare's Astrella** are typically more suitable enterprise-grade solutions"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|mistral-small|Carta", "prompt": "c235-l6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some major proprietary platforms (such as Carta) are known for making it difficult to export complete, structured cap table data"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|moonshot-small|Pulley", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Pulley** — **AVOID (Shutting Down)**"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|moonshot-small|Carta", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Carta** — **CAUTION (Ethical & Trust Concerns)**"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|moonshot-small|Shareworks by Morgan Stanley", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**CAUTION (UX & Service Issues)**"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|moonshot-small|J.P. Morgan Workplace Solutions", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**CAUTION (Feature Limitations)**"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|moonshot-small|LTSE (Long Term Stock Exchange)", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "LTSE (Long Term Stock Exchange)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "suggests **LTSE (Long Term Stock Exchange)** and **Fidelity Private Shares** as alternatives with cleaner track records"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|moonshot-small|Fidelity Private Shares", "prompt": "c235-l6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "as alternatives with cleaner track records, though enterprises should conduct their own due diligence"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|openai-small|Pulley", "prompt": "c235-l6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Pulley appears to position heavily toward startups and growing companies... it's a signal to check whether it fits enterprise needs"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|openai-small|Cake Equity", "prompt": "c235-l6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "SMB-focused platforms often market simplicity and ease of use over deep enterprise controls; large enterprises should validate scalability"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|openai-small|Eqvista", "prompt": "c235-l6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Eqvista and other lower-cost platforms can be fine for smaller teams, but enterprise buyers should be extra careful"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|Carta", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Platforms to **Avoid or Approach with High Caution**:\n- **Carta**: Market leader for venture-backed startups, but reviews highlight major drawbacks for enterprises"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|Pulley", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Platforms to **Avoid or Approach with High Caution**... **Pulley**: ... limited for enterprises"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|Ledgy", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "quote-based pricing and partial support for complex US structures like full 409A could limit it for global enterprises"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|Eqvista", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "no enterprise governance make them unsuitable—avoid entirely"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|Cake Equity", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "no enterprise governance make them unsuitable—avoid entirely"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|AngelList Stack", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "no enterprise governance make them unsuitable—avoid entirely"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|Shareworks (Morgan Stanley)", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 7, "ev": "Better Enterprise Fits: **Shareworks (Morgan Stanley)**: Built for late-stage/pre-IPO; global compliance, security, brokerage integration"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|xai-small|Astrella/LTSE Equity", "prompt": "c235-l6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella/LTSE Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Enterprise-leaning for scaled plans, scenario modeling, but check pricing/support"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|zai-small|CartaX (Carta's private secondary trading desk)", "prompt": "c235-l6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "CartaX (Carta's private secondary trading desk)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Platforms with a documented conflict‑of‑interest history** (e.g., CartaX secondary desk)"}, {"id": "mai-20260918-0023-calibration_b|c235-l6|zai-small|Carta", "prompt": "c235-l6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Carta's 2024‑2026 reviews note \"additional transaction fees for financing rounds\" that can quickly become expensive for large enterprises."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|alibaba-small|Carta", "prompt": "c235-m1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you are raising money within the next 12 months, **Carta** is the safest bet simply because it lowers friction with Venture Capitalists."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|alibaba-small|Pulley", "prompt": "c235-m1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Best Modern Alternative: Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|alibaba-small|Enventys (by OneTrust)", "prompt": "c235-m1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Enventys (by OneTrust)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "### 3. The Specialist Choice: Enventys (by OneTrust)"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|anthropic-small|Carta", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is recommended as the best overall for scaling founders who want broad capability"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|anthropic-small|Qapita", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Qapita is the strongest Carta alternative for companies with global teams or mid-market cost pressure"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|anthropic-small|Mantle", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mantle is the best pick for inception to Series B+ startups in the US and Canada"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|anthropic-small|Cake Equity", "prompt": "c235-m1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cake Equity is rated 4.8/5 on G2 and built for growing startups"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|challenger-small|Qapita", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best default choice is usually **Qapita** if you want the strongest balance of **cap table depth, global/mid-market fit, and transparent pricing**"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|challenger-small|Carta", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Carta** is the safest enterprise-grade alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|challenger-small|Pulley", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the search results point more to startup/high-growth positioning than mid-market specialization"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|challenger-small|Cake Equity", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Noted as a good fit for **mid-market companies** in one comparison, but the available results are less detailed"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|challenger-small|Fidelity Private Shares", "prompt": "c235-m1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it appears less focused on the full cap-table lifecycle than Carta/Qapita"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|deepseek-small|Carta", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** – the category standard and safest default for mid-market/VC-backed companies"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "the enterprise heavyweight for complex, large-company equity plans"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|deepseek-small|Ledgy", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the best choice if you have global/multi-country stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|deepseek-small|Pulley", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a strong, more affordable challenger if you're at the lower end of mid-market"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|deepseek-small|Eqvista", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Cost-conscious, smaller table | **Eqvista** or **Cake Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|deepseek-small|Cake Equity", "prompt": "c235-m1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Cost-conscious, smaller table | **Eqvista** or **Cake Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|google-small|Carta", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** remains the default \"gold standard\" for venture-backed mid-market companies... Carta is the safest compliance bet."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|google-small|Pulley", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** has emerged as the chief challenger to Carta, capturing massive market share by offering near-equivalent features with a much better user experience"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|google-small|Ledgy", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If your company manages cross-border equity structures, **Ledgy** is the premier choice."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|google-small|Cake Equity", "prompt": "c235-m1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Look for platforms with tiered or flat-rate options (like **Cake Equity** or **Pulley's** structured tiers)."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|meta-small|Astrella by EQ", "prompt": "c235-m1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Astrella by EQ", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Astrella by EQ - Best for mid-market private companies pre-tender"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|meta-small|Carta", "prompt": "c235-m1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta - Leader in cap table management software"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|meta-small|Pulley", "prompt": "c235-m1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pulley - A popular cap table management software"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|meta-small|Shareworks", "prompt": "c235-m1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Shareworks - A cap table management software that offers a range of features"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|minimax-small|Qapita", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a mid-market B2B company, **Qapita** offers the best balance of features, predictable pricing, and scalability"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|minimax-small|Carta", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're more advanced or preparing for IPO, **Carta** provides the most comprehensive solution despite higher costs."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|minimax-small|Astrella", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Astrella** — Strong for Repeatable Cap Table Operations"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|minimax-small|Pulley", "prompt": "c235-m1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulley** — Cost-Effective Alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|mistral-small|Carta", "prompt": "c235-m1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta is the market leader and a safe choice ... but it's generally more expensive and less transparent in pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|mistral-small|Pulley", "prompt": "c235-m1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "less comprehensive feature set for mid-market needs make it less ideal compared to Qapita"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|mistral-small|Qapita", "prompt": "c235-m1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Qapita is the best cap table management software"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|moonshot-small|Pulley", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-market B2B companies in the US, **Pulley** offers the best balance of features, transparent pricing, and scalability."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|moonshot-small|Carta", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Carta** only if your investor base demands it or if you need advanced enterprise features."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|moonshot-small|Cake Equity", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Mid-Market Value & APAC/Global Focus"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|moonshot-small|Ledgy", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for European/Global Teams"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|moonshot-small|Shareworks", "prompt": "c235-m1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Pre-IPO / 500+ employees / need ESPP | **Carta** or **Shareworks**"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|openai-small|Carta", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is usually the safest default choice."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|openai-small|Pulley", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you want a more finance/HR-integrated equity stack: Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|openai-small|Ledgy", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Ledgy if you care a lot about modern UX and European/global equity administration."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|openai-small|Shareworks", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Shareworks if your equity program is complex, global, or needs enterprise controls."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|openai-small|Equity Effect / Certent-style enterprise tools", "prompt": "c235-m1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Equity Effect / Certent-style enterprise tools", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Morgan Stanley Shareworks or Equity Effect / Certent-style enterprise tools depending on your needs"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|xai-small|Carta", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta (Most Recommended Overall for US-Focused Mid-Market)"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|xai-small|Pulley", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley (Best for Transparent Pricing & Simplicity)"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|xai-small|Qapita", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Qapita (Strong Contender for Global/Mid-Market Scale)"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|xai-small|Ledgy", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** if EU/UK-heavy (strong for share schemes)."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|xai-small|Cake Equity", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Cake Equity** | 4.8 | ~$500+/mo | Affordable scaling | Yes |"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|xai-small|Shareworks", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid early-stage only tools ... or enterprise bloat (e.g., Shareworks) for mid-market."}, {"id": "mai-20260918-0023-calibration_b|c235-m1|xai-small|Google Sheets", "prompt": "c235-m1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid early-stage only tools (e.g., free Google Sheets)"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|zai-small|Carta", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**My Recommendation:** Start with **Carta** for its industry acceptance and comprehensive features"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|zai-small|Eqvista", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "evaluate **Eqvista** if you need better value and transparency"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|zai-small|Cake Equity", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cake Equity — Mid-Market Specialist"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|zai-small|Pulley", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Founder-friendly, easy to use"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|zai-small|Ledgy", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EU-based/global teams"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|zai-small|Fidelity Private Shares", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong support & investor access"}, {"id": "mai-20260918-0023-calibration_b|c235-m1|zai-small|Qapita", "prompt": "c235-m1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "ESOP tracking & global compliance"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|alibaba-small|Carta", "prompt": "c235-m2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the default choice for most mid-sized tech companies"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|alibaba-small|Fidelity Private Shares", "prompt": "c235-m2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "has gained significant traction among growing companies looking for a more traditional, institutional backing"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|alibaba-small|Qapita", "prompt": "c235-m2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "rapidly becoming a favorite for mid-sized companies that operate globally or require strict audit-readiness"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|anthropic-small|Carta", "prompt": "c235-m2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Generally popular platforms in this space include Carta, eShares, Forge, and others, but their suitability depends on your specific needs."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|anthropic-small|eShares", "prompt": "c235-m2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "eShares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Generally popular platforms in this space include Carta, eShares, Forge, and others"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|anthropic-small|Forge", "prompt": "c235-m2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Forge", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Generally popular platforms in this space include Carta, eShares, Forge, and others"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|challenger-small|Qapita", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Qapita** if you want the strongest all-around fit for a growing, mid-market team"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|challenger-small|Ledgy", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your company is more **Europe/UK-focused**, **Ledgy** or **Optio Incentives** may be better fits"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|challenger-small|Optio Incentives", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Optio Incentives", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** or **Optio Incentives** may be better fits"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|challenger-small|Carta", "prompt": "c235-m2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Carta** is also a common top pick, but the results position it more broadly across SMB and mid-market"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|deepseek-small|Carta", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most mid-sized private B2B companies, **Carta** is the strongest recommendation."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|deepseek-small|Ledgy", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're **European/multi-country**, seriously consider **Ledgy**."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|deepseek-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise-grade global compliance, but steeper learning curve, longer onboarding, and custom pricing only."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|deepseek-small|Eqvista", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If budget is a top concern and your equity structure is simple, **Eqvista** is a strong value play."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|deepseek-small|Pulley", "prompt": "c235-m2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Pulley** has reportedly announced it's shutting down, so I'd avoid committing to it as a primary long-term platform."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|google-small|Pulley", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "announced it is winding down and will shut down all operations on **December 8, 2026**. If you were previously considering Pulley... you must pivot immediately"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|google-small|Carta", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Carta** is the default choice."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|google-small|Ledgy", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The Best Choice for Global & Distributed Teams: **Ledgy**"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|google-small|Cake Equity", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The Best Value & Support Alternatives: **Cake Equity** or **Eqvista**"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|google-small|Eqvista", "prompt": "c235-m2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "A budget-conscious option that doesn't skimp on heavy-duty features."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|meta-small|Eqvista", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Eqvista - Provides comprehensive equity management with expert 409A valuations"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|meta-small|Qapita", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers intuitive cap table management, ESOP tracking, and global compliance workflows, ideal for mid-market companies."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|meta-small|Carta", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Provides comprehensive cap table and full lifecycle equity management for startups to mid-market teams."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|meta-small|Fidelity Private Shares", "prompt": "c235-m2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers secure equity management with strong support and investor access for small and mid-market companies."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|minimax-small|Carta", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **Carta** or **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|minimax-small|Pulley", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Carta** or **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|minimax-small|Qapita", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Qapita** (Strong for Mid-Market)"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|minimax-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-m2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "I'd suggest avoiding Shareworks unless you're specifically preparing for an IPO, as it tends to be overkill and more expensive"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|mistral-small|Cake Equity", "prompt": "c235-m2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Consistently rated #1 on G2 for implementation, usability, and customer satisfaction... a strong choice for mid-sized B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|mistral-small|Qapita", "prompt": "c235-m2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers an intuitive cap table, ESOP tracking, and global compliance workflows, ideal for startups and mid-market companies"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|mistral-small|Fidelity Private Shares", "prompt": "c235-m2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for secure equity management with strong support and investor access, rated 4.8/5 on G2"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|moonshot-small|Carta", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd lean toward **Carta** if you have institutional investors who expect it, or **Pulley** if you're earlier-stage"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|moonshot-small|Pulley", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd lean toward **Carta** ... or **Pulley** if you're earlier-stage and want to optimize costs"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|moonshot-small|Fidelity Private Shares", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Fidelity Private Shares** — Best for Security & Support"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|moonshot-small|AngelList Equity", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "AngelList Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Raised on AngelList, want bundled services | **AngelList Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|moonshot-small|Qapita", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "alternatives like Qapita or Cake Equity?"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|moonshot-small|Cake Equity", "prompt": "c235-m2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "alternatives like Qapita or Cake Equity?"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|openai-small|Carta", "prompt": "c235-m2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick Carta for a typical mid-sized U.S. B2B company."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|openai-small|Pulley", "prompt": "c235-m2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "there are recent reports that Pulley is shutting down, so I would verify current availability before committing"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|openai-small|Ledgy", "prompt": "c235-m2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick Ledgy if you're international."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|xai-small|Pulley", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Pulley as a strong starting point among equity management platforms."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|xai-small|Carta", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Feature-rich but pricier/module-based; can feel sales-heavy for mid-sized."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|xai-small|Cake Equity", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "start with Pulley or Cake for quick setup"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|xai-small|Shareworks (Morgan Stanley)", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Robust compliance but overkill/expensive for mid-sized unless multinational."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|xai-small|Ledgy", "prompt": "c235-m2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "For EU/global, check Ledgy (mentioned in reviews)."}, {"id": "mai-20260918-0023-calibration_b|c235-m2|zai-small|Carta", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the most recommended equity management platform is **Carta**"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|zai-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**J.P. Morgan Workplace Solutions** is a strong alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-m2|zai-small|Solium Shareworks", "prompt": "c235-m2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Solium Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "When deciding between these platforms (or others like Solium Shareworks)"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|alibaba-small|Carta", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the industry standard... **If you are raising Venture Capital soon:** Choose **Carta** or **Pulley**."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|alibaba-small|Pulley", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Carta** or **Pulley**. Investors expect standardized data rooms and clean audits."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|alibaba-small|Shareworks", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you are near an IPO:** Choose **Shareworks**."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|alibaba-small|Angellist (Wellfound)", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Angellist (Wellfound)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you are pre-seed/bootstrapping:** Choose **Angellist (Free)**"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|alibaba-small|EquityMethods", "prompt": "c235-m3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "EquityMethods", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EquityMethods is often preferred by accounting firms who manage equity for multiple clients simultaneously."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|anthropic-small|Carta", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta leads the equity management market in 2026 for its trust, reliability, and unmatched depth of service."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|anthropic-small|Cake Equity", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "built for growing startups \\u2014 particularly teams scaling headcount ... one of the most cost-efficient ways to pair a compliant cap table with a 409A"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|anthropic-small|Eqvista", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eqvista is a strong choice for early-stage startups thanks to its simple setup, freemium plan, and transparent pay per shareholder pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|anthropic-small|Ledgy", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Ledgy is the Swiss-founded platform that leads continental Europe with support for local option structures"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|anthropic-small|Qapita", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Carta, Qapita, Eqvista, Shareworks, and Cake Equity each serve their home segment well"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|anthropic-small|Shareworks", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Carta, Qapita, Eqvista, Shareworks, and Cake Equity each serve their home segment well"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|anthropic-small|Pulley", "prompt": "c235-m3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Pulley announced on September 15 that it is shutting down on December 8, 2026."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|Carta", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is the institutional standard... The most common institutional default"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|Pulley", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Pulley is the startup-friendly alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|Cake Equity", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cake Equity if you are in Australia/APAC"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|Ledgy", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ledgy if you are primarily in Europe/UK"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|Eqvista", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Eqvista if cost is the main constraint"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|Qapita", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Qapita if you need global cap table + ESOP workflows"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Shareworks or J.P. Morgan if you are closer to pre-IPO/public-company operations"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|challenger-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Positioned as enterprise-grade with a self-serve/free tier in some comparisons"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|deepseek-small|Carta", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Carta** if you're VC-backed, Series B+, or need secondaries/investor trust."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|deepseek-small|Pulley", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose **Pulley** (or **Eqvista** for value) if you're a budget-conscious seed-stage founder"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|deepseek-small|AngelList Equity / Stack", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Equity / Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**AngelList Stack** if you raised through AngelList"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|deepseek-small|Eqvista", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Very affordable and flexible, though less institutional validation than Carta."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|deepseek-small|Cake Equity", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cake** if you want the simplest employee-friendly experience"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|deepseek-small|Ledgy", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose ... **Ledgy** if you're in Europe"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|deepseek-small|Shareworks by Morgan Stanley", "prompt": "c235-m3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Shareworks** if you're pre-IPO/public"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|AngelList", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AngelList deprecating its standalone cap table product in late 2025 to focus on fund administration"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|Carta", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you have already raised a Series A/B from major VCs: Carta is often the default choice"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|Pulley", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If you are a seed-stage, fast-growing US startup: Choose Pulley or Cake Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|Fidelity Private Shares", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you are a pre-seed Delaware C-Corp: Go with Fidelity Private Shares"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|Cake Equity", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Choose Pulley or Cake Equity for highly transparent pricing and easy option-pool management"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|Ledgy", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are based in the UK/Europe: Ledgy is your best bet"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|Qapita", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "it is still building the same level of brand recognition in the US market"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|google-small|Eqvista", "prompt": "c235-m3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "The user experience and interface are more utilitarian and lack the sleekness of Pulley or Cake"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|meta-small|Carta", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The top platforms include Carta, Pulley, Cake Equity, Ledgy, and Eqvista."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|meta-small|Pulley", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "The top platforms include Carta, Pulley, Cake Equity, Ledgy, and Eqvista."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|meta-small|Cake Equity", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "The top platforms include Carta, Pulley, Cake Equity, Ledgy, and Eqvista."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|meta-small|Ledgy", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The top platforms include Carta, Pulley, Cake Equity, Ledgy, and Eqvista."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|meta-small|Eqvista", "prompt": "c235-m3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "The top platforms include Carta, Pulley, Cake Equity, Ledgy, and Eqvista."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|minimax-small|Carta", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Larger companies needing fund admin: Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|minimax-small|Pulley", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Early-stage/YC founders: Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|minimax-small|Ledgy", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EU/Global teams: Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|minimax-small|Cake Equity", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Quick setup for small teams: Cake Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|minimax-small|Eqvista", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "strongest overall combination... top G2 rating (4.9/5); Best value + 409A: Eqvista"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|minimax-small|Shareworks", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Enterprise needs: Shareworks"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|minimax-small|Slice Global Equity", "prompt": "c235-m3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Slice Global Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Best for: Multi-country/global teams"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|mistral-small|Carta", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Carta** - **Best for:** VC-backed startups, late-stage companies... Strengths: Deep integrations, investor-grade reporting, and scalability for complex cap tables."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|mistral-small|Pulley", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pulley announced it will shut down on December 8, 2026, and is partnering with Carta for customer transitions."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|mistral-small|Ledgy", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best for:** European companies and globally distributed teams."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|mistral-small|Cake Equity", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for:** Seed to Series A+ companies seeking a balance of features and affordability."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|mistral-small|Shareworks (by Morgan Stanley at Work)", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (by Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Best for:** Late-stage and public companies needing deep broker and liquidity-event integration."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|mistral-small|Eqvista", "prompt": "c235-m3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Best for:** Bootstrapped companies, family-held businesses, and those needing 409A valuations"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|moonshot-small|Carta", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** — The Industry Standard ... Most comprehensive compliance features"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|moonshot-small|Pulley", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pick Pulley** if you're seed-stage, want clean UX, and value fast 409As and modeling tools"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|moonshot-small|AngelList Stack (Equity)", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Stack (Equity)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "AngelList Stack stopped accepting new cap table customers, making it less viable for new users"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|moonshot-small|Shareworks by Morgan Stanley at Work", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks by Morgan Stanley at Work", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pick Shareworks** if you're approaching IPO and need sophisticated liquidity management"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|moonshot-small|Ledgy", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Pick Ledgy** if you're UK/EU-based with complex share schemes"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|moonshot-small|Eqvista", "prompt": "c235-m3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Pick Eqvista** if budget is your primary concern and you need bundled 409A"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|openai-small|Carta", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Carta** if you want the most established all-around startup/investor platform."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|openai-small|Eqvista", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Eqvista** if you want the best mix of cap table + valuation tools at a lower price point."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|openai-small|Ledgy", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Ledgy** if your company is Europe-based or highly international."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|openai-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **Shareworks** if you need enterprise/global equity administration"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|openai-small|Pulley", "prompt": "c235-m3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Be cautious with **Pulley** today because current materials indicate it is shutting down."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Carta", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** - Industry leader, used by tens of thousands of startups and VCs.... VC-heavy? Carta."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Pulley", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "early US? Pulley."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Ledgy", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong in Europe/UK for global equity plans"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Cake Equity", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable for seed to Series A, especially APAC/US"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Eqvista", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Budget option with bundled 409A valuations"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Qapita", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Good for seed-to-IPO with global structures"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Astrella", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Astrella", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Niche for specific regions or enterprises"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Mantle", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Niche for specific regions or enterprises"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Shareworks (Morgan Stanley)", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Niche for specific regions or enterprises"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|Fidelity Private Shares", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "others like Fidelity Private Shares or AngelList appear less frequently"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|xai-small|AngelList", "prompt": "c235-m3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "others like Fidelity Private Shares or AngelList appear less frequently"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Carta", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** is the market leader for comprehensive compliance and late‑stage needs, but it's quote‑based and can be overkill for very early stage."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Pulley", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** excels for founder‑centric startups that want transparent pricing, fast onboarding, and scenario modeling."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Ledgy", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** is the go‑to for EU/UK companies needing local securities and tax compliance."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Cake Equity", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cake Equity** stands out for APAC/AU teams with built‑in 409A/IFRS and a generous free tier."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Shareworks (by Morgan Stanley)", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (by Morgan Stanley)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Shareworks** is the enterprise‑grade, bank‑backed option with liquidity features."}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Eqvista", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Eqvista** and **Capboard** are the low‑cost alternatives for early‑stage founders"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Capboard", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lowest cost EU option"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|Fidelity Private Shares (formerly Shoobx)", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares (formerly Shoobx)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Free tier for under 25 stakeholders, investor portal, basic compliance tools"}, {"id": "mai-20260918-0023-calibration_b|c235-m3|zai-small|AngelList Stack", "prompt": "c235-m3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Stack", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "AngelList Stack is now sunset, so it is listed only for existing customers"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|alibaba-small|Eqvista", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**1. Eqvista** (Top Pick for Bootstrappers)"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|alibaba-small|Cake Equity", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Price:** Free starting point with clear upgrade path"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|alibaba-small|Pulley", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulley offers the best value-to-feature ratio"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|alibaba-small|Ledger (EU-focused)", "prompt": "c235-m4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledger (EU-focused)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cons:** Higher minimum cost than US competitors"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|anthropic-small|Gust Equity Management (GEM)", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Gust Equity Management (GEM)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Gust Equity Management is the budget-friendly option for very early-stage companies and first-time founders, offering a free tier that's actually usable"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|anthropic-small|Cake Equity", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "GEM or Cake Equity offer the best free options"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|anthropic-small|EquityList", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "EquityList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EquityList is a cap table management platform designed for startups and growing businesses seeking affordable equity management solutions"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|anthropic-small|Carta Launch", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Carta Launch is free for companies with under 25 stakeholders that have raised under $1M."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|anthropic-small|Mantle", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Mantle offers a free Starter plan for pre-priced-round companies and flat-rate paid plans from $100/month"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|anthropic-small|Pulley", "prompt": "c235-m4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mantle and Pulley ($1,200/year) are good choices if you need paid plans with reasonable pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|challenger-small|Cake Equity", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cake Equity** for the **best overall low-budget starter option**"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|challenger-small|Eqvista", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Eqvista** if you want the cheapest paid path after a very small free tier"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|challenger-small|Carta Launch", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "their paid plans are generally more expensive than Cake Equity or Eqvista once you grow"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|challenger-small|Pulley", "prompt": "c235-m4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Choose **Pulley** or **Carta** only if you value their ecosystem or expect to scale into more formal equity-management workflows later"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|deepseek-small|Eqvista", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value with bundled 409A ... start with **Carta Launch** or **Eqvista** — both are free at early stage"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|deepseek-small|Carta Launch", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If your budget is truly tight, start with **Carta Launch** or **Eqvista**"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|deepseek-small|Pulley", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for clear, predictable pricing ... migrating to **Pulley** (~$1,200/yr)"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|deepseek-small|Cake Equity", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best early-stage affordability - **Free for up to 5 stakeholders**"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|deepseek-small|Capboard", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Absolute lowest price ... **Mantle** or **Capboard** are excellent"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|deepseek-small|Mantle", "prompt": "c235-m4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best flat-rate pricing (no per-stakeholder fees)"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|Mantle", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Flat Pricing & Unlimited Growth: **Mantle** ... is the strongest choice."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|Carta Launch", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for US Venture-Track Startups: **Carta Launch** or **Fidelity Private Shares**"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Both **Carta Launch** and **Fidelity Private Shares (Launch tier)** are completely free ($0)"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|Eqvista", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** is the best low-cost alternative."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|Cake Equity", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Offers a **free plan for up to 5 stakeholders**. ... fantastic multi-currency and international support."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|Ledgy", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Highly respected in Europe. It offers a solid, free, early-stage plan"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|Pulley", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Watch out for Pulley: ... does not offer a free tier ... not ideal for bootstrapped founders."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|google-small|AngelList Stack", "prompt": "c235-m4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid AngelList Stack: ... AngelList discontinued this service for new customers."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|meta-small|Cake Equity", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best cap table management software for a company with a limited budget is Cake Equity, which offers a free starting point with a clear upgrade path."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|meta-small|Pulley", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other options to consider are Pulley, Ledgy, and Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|meta-small|Ledgy", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Other options to consider are Pulley, Ledgy, and Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|meta-small|Carta", "prompt": "c235-m4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options to consider are Pulley, Ledgy, and Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|minimax-small|Carta Launch", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Go with **Carta Launch**. It's free, widely recognized by VCs, and includes basic cap-table + educational resources."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|minimax-small|Eqvista", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** ($2 /shareholder/mo) or **Capboard** ($30/mo) give you more modeling without breaking the bank."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|minimax-small|CapTableFree", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "CapTableFree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**CapTableFree** or **Mantle Starter** are the only truly free options with no caps."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|minimax-small|OpenCap Stack", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "OpenCap Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenCap Stack** lets you host everything yourself at $0 cost, but you must handle security, backups, and updates."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|minimax-small|Mantle Starter", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle Starter", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**CapTableFree** or **Mantle Starter** are the only truly free options with no caps."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|minimax-small|Pulley", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Not free – cost rises with more stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|minimax-small|Capboard", "prompt": "c235-m4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Capboard** ($30/mo) give you more features at a low monthly cost."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|mistral-small|Carta", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want a completely free solution, start with **Carta Launch** or **Pulley**."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|mistral-small|Pulley", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If you want a completely free solution, start with **Carta Launch** or **Pulley**."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|mistral-small|Ledgy", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Cake Equity** or **Ledgy** are excellent choices"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|mistral-small|Cake Equity", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cake Equity** or **Ledgy** are excellent choices"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|mistral-small|Astrella", "prompt": "c235-m4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Astrella** is also a good low-cost option if you have a small number of stakeholders."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|moonshot-small|Carta Launch", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**For the tightest budget:** Start with **Carta Launch** or **Fidelity Private Shares** (both free if you qualify)."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|moonshot-small|Cake Equity", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cake Equity** offers the best value with transparent pricing at $1,000/year once you outgrow free tiers."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|moonshot-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Start with **Carta Launch** or **Fidelity Private Shares** (both free if you qualify)."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|moonshot-small|Eqvista", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** (Budget US Option) - FREE up to 20 shareholders"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|moonshot-small|AngelList Stack", "prompt": "c235-m4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid:** AngelList Stack (stopped accepting new customers in August 2026)."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|openai-small|Eqvista", "prompt": "c235-m4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eqvista** and **Carta Launch** are the strongest low-cost options to look at first."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|openai-small|Carta Launch", "prompt": "c235-m4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Eqvista** and **Carta Launch** are the strongest low-cost options to look at first."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|openai-small|Pulley", "prompt": "c235-m4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulley** is a bit more premium, with pricing starting at about **$1,200/year for up to 25 stakeholders**"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|xai-small|Carta Launch", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Carta Launch** if you're US-based and under their limits—it's free, battle-tested, and easy to migrate from."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|xai-small|Eqvista", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Switch to **Eqvista** if you need more free stakeholders or cheap valuations."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|xai-small|Cake Equity", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Cake Equity Free (Best for Ultra-Early Stages)"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|xai-small|Pulley", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "No true free tier, but starts at $1,200/year (25 stakeholders)."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|xai-small|Fidelity Private Shares", "prompt": "c235-m4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Free until first priced round ... strong for new incorporations."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|zai-small|Cake Equity", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cake Equity** — Best Overall Value"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|zai-small|Eqvista", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** if you have 5-20 shareholders (free)"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|zai-small|Carta Launch", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for High-Trust Cap Tables ... Requires upgrade for more advanced features."}, {"id": "mai-20260918-0023-calibration_b|c235-m4|zai-small|OpenCap Stack", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "OpenCap Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OpenCap Stack** if you're comfortable with self-hosting or have technical resources"}, {"id": "mai-20260918-0023-calibration_b|c235-m4|zai-small|Pulley", "prompt": "c235-m4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Pulley** — Best for Pre-Seed to Series B"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|alibaba-small|Carta", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Popular vendors (like Carta, Shareworks, or Equiniti) have built-in relationships with banks and auditors."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|alibaba-small|Shareworks", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Popular vendors (like Carta, Shareworks, or Equiniti) have built-in relationships with banks and auditors."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|alibaba-small|Equiniti", "prompt": "c235-m5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Equiniti", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Popular vendors (like Carta, Shareworks, or Equiniti) have built-in relationships with banks and auditors."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|deepseek-small|Carta", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely land on **Carta** (for VC-backed investor credibility and secondaries) or **Shareworks**"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|deepseek-small|Pulley", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "with **Pulley** as the value-driven challenger if cost and UX matter most"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|deepseek-small|Shareworks (Morgan Stanley)", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Best fit for a mature 500-person company** with full ESPP and governance-heavy administration"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|deepseek-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong for global/outsourced administration."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|deepseek-small|Ledgy", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best if you have heavy European operations."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|deepseek-small|Qapita", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good multi-jurisdiction coverage, in-house 409A, flat pricing."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|deepseek-small|Cake Equity / Eqvista", "prompt": "c235-m5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity / Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Less relevant at your scale unless cost is paramount."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|google-small|Carta", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The dominant market leader. It offers the deepest overall ecosystem, from 409A valuations and ASC 718 compliance to a mature secondary market liquidity team."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|google-small|Morgan Stanley at Work (Shareworks)", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Morgan Stanley at Work (Shareworks)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "The gold standards for very late-stage, pre-IPO, or multi-national corporations... The Catch: The user interface can feel more legacy/corporate"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|google-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The gold standards for very late-stage, pre-IPO, or multi-national corporations. Highly robust, heavily vetted by compliance teams"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|google-small|Pulley", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Known for excellent UX, transparent pricing, and fast implementation... Verify that their global compliance capabilities ... match the depth of Morgan Stanley or Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|google-small|Ledgy", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "The premier choice if your 500-person company is headquartered in Europe"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|google-small|Fidelity Private Shares", "prompt": "c235-m5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A fast-growing challenger that provides a smooth bridge from private equity management directly into Fidelity's massive public stock plan services."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|meta-small|Carta", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta**: Known for its broad capability and wide feature set across equity, fundraising, and compliance."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|meta-small|Pulley", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers transparent pricing and is suitable for seed-stage founders."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|meta-small|Ledgy", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for UK and EU share schemes, with flat-tier pricing and custom quotes for larger companies."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|meta-small|Eqvista", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A budget-friendly option with monthly pricing based on the number of shareholders."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|meta-small|Qapita", "prompt": "c235-m5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Suitable for seed to IPO companies with global structures, offering flat-tier pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|minimax-small|Carta", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Carta** | Venture-backed through IPO | Most popular, strong ecosystem"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|minimax-small|Shareworks (Morgan Stanley)", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pre-IPO & public companies | Enterprise-grade, robust support"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|minimax-small|Qapita", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global structures | Good for international employees"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|minimax-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Large enterprises | Full-service admin options"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|mistral-small|Carta", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "| Carta            | Mid-large companies     | Fundraising, compliance, integrations|"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|mistral-small|Pulley", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "| Pulley           | Startups, high-growth   | Simple UI, fundraising tools         |"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|mistral-small|Shareworks", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "| Shareworks       | Public/private companies| Global compliance, reporting         |"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|mistral-small|Eqvista", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| Eqvista          | International companies | Multi-currency, multi-GAAP           |"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|mistral-small|Ledgy", "prompt": "c235-m5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| Ledgy            | Startups, SMEs          | Simple, affordable, European focus   |"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|Carta", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Carta** | Market standard; deep compliance; accepted by most US VCs | Per-stakeholder; scales significantly"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|Pulley", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** | Transparent pricing; strong scenario modeling; good growth-stage fit | Flat-tier based on stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|Cake Equity", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Flat-tier / stage-based** | Pulley, Cake Equity, Qapita"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|Qapita", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Qapita** | Global structures; flat published per-stakeholder rates | Flat-tier"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|Shareworks", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Shareworks (Morgan Stanley)** | Pre-IPO / public companies; global enterprise | Quote-based"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|J.P. Morgan", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "J.P. Morgan", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Quote-based enterprise** | Shareworks, J.P. Morgan | Heavy negotiation required; often for pre-IPO/public"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|Ledgy", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Ledgy** | EU/global companies; strong for international share schemes | Flat-tier"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|moonshot-small|Eqvista", "prompt": "c235-m5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Eqvista** | Budget-conscious; straightforward cap table needs | Monthly per-shareholder"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|xai-small|Carta", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Shortlist 3-4**: Start with Carta/Pulley/Cake for US focus"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|xai-small|Pulley", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Carta/Pulley/Cake for US focus; add Ledgy/Qapita if global."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|xai-small|Ledgy", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "add Ledgy/Qapita if global"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|xai-small|Cake Equity", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with Carta/Pulley/Cake for US focus"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|xai-small|Qapita", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "add Ledgy/Qapita if global"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|xai-small|Eqvista", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Eqvista| $2/stakeholder/mo | Budget-conscious"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|xai-small|Shareworks", "prompt": "c235-m5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Robust but overkill/costly for 500 pax."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|zai-small|Carta", "prompt": "c235-m5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strengths: comprehensive compliance (409A, ASC 718, Form 3921), fund administration, investor portal, audit trails, and strong investor credibility. Best for: Series A+ and companies needing institutional-grade compliance."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|zai-small|Pulley", "prompt": "c235-m5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strengths: founder-friendly UI, scenario modeling, equity portal, and good integrations. Best for: Series A and beyond"}, {"id": "mai-20260918-0023-calibration_b|c235-m5|zai-small|AngelList Equity", "prompt": "c235-m5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "AngelList Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: startups embedded in the AngelList ecosystem."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|zai-small|Ledgy", "prompt": "c235-m5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: companies with EU/UK shareholders or cross-border structures."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|zai-small|Eqvista", "prompt": "c235-m5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: cost-conscious US companies needing 409A support."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|zai-small|Cake Equity", "prompt": "c235-m5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: companies in APAC/AU with 409A needs."}, {"id": "mai-20260918-0023-calibration_b|c235-m5|zai-small|Qapita", "prompt": "c235-m5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best for: companies that need heavy automation and API integrations."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|alibaba-small|AngelList Stack", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "advise skipping this platform as it reportedly stopped accepting new customers in late 2025/early 2026"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|alibaba-small|Carta", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Active, supported platforms (Carta, Pulley, Cake Equity)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|alibaba-small|Pulley", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Active, supported platforms (Carta, Pulley, Cake Equity)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|alibaba-small|Cake Equity", "prompt": "c235-m6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Active, supported platforms (Carta, Pulley, Cake Equity)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|anthropic-small|Pulley", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pulley announced on September 15 that it is shutting down on December 8, 2026"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|anthropic-small|Carta", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Carta has quote-based pricing that startup founders find too costly"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|anthropic-small|Cake", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "startups switching from Carta to Cake saving between $3,000 and $16,000 per year"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|anthropic-small|Shareworks/Morgan Stanley at Work", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks/Morgan Stanley at Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "cost and complexity may be excessive for seed-/growth-stage startups"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|anthropic-small|Qapita", "prompt": "c235-m6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Qapita", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Coverage is weighted to Asia... compliance strength is regional"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|challenger-small|Carta", "prompt": "c235-m6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious if you are early-stage or cost-sensitive, because the reported issues are **high pricing, opaque pricing changes, and support concerns**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|challenger-small|AngelList Stack", "prompt": "c235-m6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "closed to new customers in 2026**, which makes it a poor choice for new adopters"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|deepseek-small|Carta", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta — the platform with the most documented red flags"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|deepseek-small|ESOP Direct", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "ESOP Direct", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "a documented ransomware breach is a serious security red flag worth weighing heavily"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|deepseek-small|Eqvista", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Eqvista gets flagged for lacking native third-party integrations"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|deepseek-small|Pulley", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Many founders moved away from Carta after 2024 to **Pulley** ... for cleaner UX, transparent pricing, and better support"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|deepseek-small|Ledgy", "prompt": "c235-m6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "(and tools like **Ledgy**) for cleaner UX, transparent pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Pulley", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Hard Avoid: Pulley (Imminent Shutdown) ... **do not sign up for Pulley.**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Eqvista", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly-rated startup alternatives gaining traction in the wake of recent market shifts include **Eqvista**, **Cake Equity**, and **Ledgy**."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Cake Equity", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "alternatives ... include **Eqvista**, **Cake Equity**, and **Ledgy**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Ledgy", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "alternatives ... include **Eqvista**, **Cake Equity**, and **Ledgy**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Carta", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Proceed with High Caution: Carta (Privacy & Cost Concerns)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Manual Spreadsheets (Excel / Google Sheets)", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Manual Spreadsheets (Excel / Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid as You Scale: Manual Spreadsheets (Excel / Google Sheets)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Shareworks (by Morgan Stanley)", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks (by Morgan Stanley)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid for Early-Stage: Legacy/Enterprise-Focused Platforms ... **Shareworks (by Morgan Stanley)**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Astrella", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "notoriously rigid, slow, and overly bureaucratic"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|google-small|Computershare", "prompt": "c235-m6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "Avoid for Early-Stage: Legacy/Enterprise-Focused Platforms ... or **Computershare**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|meta-small|Cake Equity", "prompt": "c235-m6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Cake Equity is suitable for seed to Series A+ companies"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|meta-small|Carta", "prompt": "c235-m6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Carta: While it's a dominant player, its quote-based pricing can be costly for some companies."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|meta-small|Pulley", "prompt": "c235-m6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Pulley is a simpler, more founder-friendly alternative that is strong in the US market"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|meta-small|Ledgy", "prompt": "c235-m6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Ledgy is a leader in the UK and Europe"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|meta-small|Shareworks", "prompt": "c235-m6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Shareworks: It's designed for late-stage and public companies, so it may not be suitable for early-stage startups."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|minimax-small|Carta", "prompt": "c235-m6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Carta is the market leader but has faced significant controversy... Many competitors are actively targeting former Carta customers due to these trust issues."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|minimax-small|AngelList Stack", "prompt": "c235-m6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "stopped accepting new customers in August 2026—so it's not a viable option currently"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|mistral-small|Carta", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "be cautious about Carta due to its cost and potential migration issues"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|mistral-small|Shareworks", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Primarily designed for late-stage and public companies, not startups... may be overkill and not cost-effective"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|mistral-small|Pulley", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pulley and Ledgy are often recommended as more affordable and user-friendly alternatives for early-stage companies."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|mistral-small|Ledgy", "prompt": "c235-m6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pulley and Ledgy are often recommended as more affordable and user-friendly alternatives for early-stage companies."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|AngelList Stack", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Verdict:** Do not start on AngelList Stack today."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|Pulley", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pulley** is the most frequently recommended alternative—free up to ~25 stakeholders, flat pricing (~$1,200/year), better UX"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "named **Pulley** and **J.P. Morgan Workplace Solutions** as official migration partners"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|Carta", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Carta** | **Caution** | Data privacy scandal history; opaque/compounding pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|Eqvista", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Eqvista** | **Caution** | Limited modeling; manual sync; shallow reporting"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|Spreadsheets", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "**Spreadsheets** | **Avoid** (at scale) | Expensive errors; no compliance guardrails"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|Carta Launch", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Free tier:** **Carta Launch** (free under 25 stakeholders / <$1M raised)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|Fidelity Private Shares", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**Fidelity Private Shares** (free under 25 stakeholders)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|moonshot-small|Ledgy", "prompt": "c235-m6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "**Europe/UK:** **Ledgy** is the dominant choice."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|openai-small|Carta", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "pricing that jumps sharply once you add stakeholders, grants, or fundraising features. This is a common complaint in review data and founder discussions about platforms like Carta, Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|openai-small|Pulley", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Recent community chatter around Pulley illustrates why this matters, though you should verify directly with the vendor before acting on rumors."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|openai-small|Ledgy", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "vendor-by-vendor caution list for platforms like Carta, Pulley, Ledgy, Eqvista, Cake Equity, Vestd, and Fidelity Private Shares"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|openai-small|Eqvista", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "platforms like Carta, Pulley, Ledgy, Eqvista, Cake Equity, Vestd, and Fidelity Private Shares"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|openai-small|Cake Equity", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "platforms like Carta, Pulley, Ledgy, Eqvista, Cake Equity, Vestd, and Fidelity Private Shares"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|openai-small|Vestd", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Vestd", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "platforms like Carta, Pulley, Ledgy, Eqvista, Cake Equity, Vestd, and Fidelity Private Shares"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|openai-small|Fidelity Private Shares", "prompt": "c235-m6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "platforms like Carta, Pulley, Ledgy, Eqvista, Cake Equity, Vestd, and Fidelity Private Shares"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Carta", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Avoid or approach with extreme caution if**: Privacy/data trust is paramount, you're cost-sensitive, or you're a small/mid-stage startup."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Astrella", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "**Strongly avoid if**: You value intuitive UX or efficient onboarding."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Shareworks/Morgan Stanley at Work", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks/Morgan Stanley at Work", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "some \"quote-based\" enterprise tools like Shareworks/Morgan Stanley at Work—hidden fees"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Pulley", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Prioritize Pulley (transparent pricing, strong G2 ratings ~4.7/5, startup-friendly)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Ledgy", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ledgy (EU/global)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Capdesk", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Capdesk", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Ledgy/Capdesk (setup-intensive for complex caps)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Spreadsheets (e.g., Google Sheets)", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Spreadsheets (e.g., Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Errors, no single truth, diligence killer | Everyone—migrate ASAP"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|xai-small|Capboard", "prompt": "c235-m6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Capboard (centralized, positive reviews)"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|zai-small|Carta", "prompt": "c235-m6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Carta is the industry standard, it carries a specific reputational risk due to its business model that you should be cautious about."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|zai-small|Astrella", "prompt": "c235-m6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Users on G2 and review sites frequently cite **\"terrible UI,\" \"clunky data organization,\" and \"slow performance.\"**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|zai-small|Qapita", "prompt": "c235-m6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Qapita", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Reviews highlight **poor customer support** and **limited customization**."}, {"id": "mai-20260918-0023-calibration_b|c235-m6|zai-small|J.P. Morgan Workplace Solutions", "prompt": "c235-m6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "J.P. Morgan Workplace Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "often criticized for being **unsuitable for early-stage startups**"}, {"id": "mai-20260918-0023-calibration_b|c235-m6|zai-small|Spreadsheets (Excel/Google Sheets)", "prompt": "c235-m6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Spreadsheets (Excel/Google Sheets)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "You should actively avoid maintaining your cap table on a spreadsheet (Excel/Google Sheets)"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|alibaba-small|Pulley", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall Balance: **Pulley** ... strongest competitor to Carta for early-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|alibaba-small|Cake Equity", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**My Pick:** Start with **Cake Equity** if you want to spend close to zero."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|alibaba-small|Eqvista", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for All-in-One Compliance: **Eqvista**"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|alibaba-small|Carta", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Why it might NOT fit Small B2B: It can be expensive and has a steeper learning curve... \"overkill\""}, {"id": "mai-20260918-0023-calibration_b|c235-s1|alibaba-small|Spreadsheet (Excel)", "prompt": "c235-s1", "model": "alibaba-small", "cat": "cap-table-management", "variant": "direct", "raw": "Spreadsheet (Excel)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only if you have literally no employees and no outside investors yet. Spreadsheets break down"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|anthropic-small|Cake Equity", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Cake Equity** focuses heavily on simplifying the employee experience and is the \"set and forget\" solution for small teams"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|anthropic-small|Gust Equity Management (GEM)", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Gust Equity Management (GEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "is the budget-friendly option for very early-stage companies and first-time founders"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|anthropic-small|Pulley", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulley** provides a fast onboarding experience, cleaner UX/UI, and transparent startup-friendly pricing plans"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|anthropic-small|Eqvista", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** offers a free option up to 20 shareholders"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|anthropic-small|Capboard", "prompt": "c235-s1", "model": "anthropic-small", "cat": "cap-table-management", "variant": "direct", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or **Capboard** at $30/month"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|challenger-small|Pulley", "prompt": "c235-s1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table software is usually **Pulley** if you want a simple, startup-friendly tool with transparent pricing and good support"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|challenger-small|Qapita", "prompt": "c235-s1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Qapita** is also a strong option because it publishes per-stakeholder pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|challenger-small|Cake Equity", "prompt": "c235-s1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "often recommended for scaling startups and teams that want a broad feature set"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|challenger-small|Eqvista", "prompt": "c235-s1", "model": "challenger-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "a solid lower-cost option for small businesses focused on transparent cap table management and reporting"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|deepseek-small|Pulley", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall value for a small B2B company: **Pulley** — affordable, founder-friendly"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|deepseek-small|Cake Equity", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you're very budget-conscious: **Eqvista** (free tier) or **Cake Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|deepseek-small|Carta", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you'll raise VC soon: **Carta** — the industry default with the broadest integrations"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|deepseek-small|Eqvista", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** (free up to 20 shareholders) ... most affordable"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|deepseek-small|Qapita", "prompt": "c235-s1", "model": "deepseek-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Qapita | ~$1,600/yr | Yes (≤25 stakeholders) | Bootstrapped, global"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|google-small|Pulley", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pulley — Best Overall for Most Startups"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|google-small|Mantle", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mantle — Best for Flat-Rate Pricing & Avoiding \"Stakeholder Fees\""}, {"id": "mai-20260918-0023-calibration_b|c235-s1|google-small|Carta", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if You are Backed by Big VCs... Cons: Expensive once you cross the free threshold"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|google-small|Cake Equity", "prompt": "c235-s1", "model": "google-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Cake Equity — Best for Global / Distributed Teams"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|meta-small|Pulley", "prompt": "c235-s1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Pulley - Starting at $1,200/year (25 stakeholders) with a 4.7/5 rating on G2."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|meta-small|Cake Equity", "prompt": "c235-s1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Cake Equity - Offers cap table software for growing startups."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|meta-small|Eqvista", "prompt": "c235-s1", "model": "meta-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Eqvista - Provides cap table management software for startups."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|minimax-small|Carta", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Carta** or **Gust Equity** as they offer good balance of features, usability, and pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|minimax-small|Shareworks (Morgan Stanley at Work)", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Shareworks (Morgan Stanley at Work)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another strong option, particularly for startups."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|minimax-small|Gust Equity", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Gust Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd suggest starting with **Carta** or **Gust Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|minimax-small|Cake Equity", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "this is mentioned as a good option for growing startups in 2026"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|minimax-small|Excel/Google Sheets", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "though it's manual and error-prone"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|minimax-small|Capshare", "prompt": "c235-s1", "model": "minimax-small", "cat": "cap-table-management", "variant": "direct", "raw": "Capshare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Was a good entry-level option (though I believe the product has evolved)"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|mistral-small|Pulley", "prompt": "c235-s1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table management software for a small B2B company is **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|mistral-small|Qapita", "prompt": "c235-s1", "model": "mistral-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other notable options include Qapita, which is also highly recommended"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|moonshot-small|Eqvista", "prompt": "c235-s1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with **Eqvista's Freemium plan** (free up to 20 stakeholders). It's the most cost-effective option"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|moonshot-small|Pulley", "prompt": "c235-s1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** is a strong alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|moonshot-small|Cake Equity", "prompt": "c235-s1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity & Speed"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|moonshot-small|Carta", "prompt": "c235-s1", "model": "moonshot-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Avoid Carta until you genuinely need enterprise-grade features—it's overpriced for small companies."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|openai-small|Eqvista", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the **best cap table management software is usually Eqvista**"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|openai-small|Carta", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Carta** if you expect to raise institutional rounds soon ... but it tends to be more expensive"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|openai-small|Ledgy", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Choose Ledgy** if you're a company with more international/European equity complexity"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|openai-small|Pulley", "prompt": "c235-s1", "model": "openai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "side-by-side comparison of Eqvista vs Carta vs Pulley vs Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|xai-small|Pulley", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Recommendation**: **Start with Pulley** if you have ~10-25 stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|xai-small|Cake Equity", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Affordable early-stage focus (G2: 4.8/5)... Free starter plan makes it ideal for bootstrapped B2B."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|xai-small|Carta", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Industry standard... Drawbacks: Steeper learning curve, less transparent/costly for small teams post-free tier."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|xai-small|Eqvista", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Freemium (free up to 20 shareholders), easy for basics + 409A"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|xai-small|Ledgy", "prompt": "c235-s1", "model": "xai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Great for global/EU B2B (4.8/5 ratings), but starts higher (~€5k/year for scale)."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Eqvista", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best value for small B2B with early-stage equity and budget concerns: Eqvista (free tier, low per-shareholder cost, bundled 409A)"}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Capboard", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Capboard", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "budget-conscious needs: **Eqvista** or **Capboard** are the best fit."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Carta", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you want a widely recognized platform and may raise later: **Carta** (free tier) or **Pulley**."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Pulley", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for lean, founder-friendly setup: **Pulley** or **Mantle**."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Cake Equity", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for APAC/ANZ: **Cake Equity**."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Ledgy", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for EU-focused or cross-border teams: **Capboard** or **Ledgy**."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Qapita", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "If you need global stakeholders and strong compliance: **Cake Equity**, **Ledgy**, or **Qapita**."}, {"id": "mai-20260918-0023-calibration_b|c235-s1|zai-small|Mantle", "prompt": "c235-s1", "model": "zai-small", "cat": "cap-table-management", "variant": "direct", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Best for lean, founder-friendly setup: **Pulley** or **Mantle**."}, {"id": "mai-20260918-0023-calibration_b|c235-s2|alibaba-small|Pulley", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best Overall (Balanced & Modern): **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|alibaba-small|Carta", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta is the gold standard... Cons: It can be expensive and administrative-heavy for a very small team"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|alibaba-small|Captable.io", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Captable.io", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Simplicity (Bootstrapped/Service Business): **Captable.io**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|alibaba-small|Angela.ai", "prompt": "c235-s2", "model": "alibaba-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Angela.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Automation: **Angela.ai**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|anthropic-small|Cake", "prompt": "c235-s2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cake is tailored for small businesses, offering straightforward equity management solutions that simplify complex tasks, making it an excellent choice"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|anthropic-small|Eqvista", "prompt": "c235-s2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Eqvista offers free cap table management, making it accessible for startups and small businesses"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|anthropic-small|Pulley", "prompt": "c235-s2", "model": "anthropic-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "best for US-based seed-stage startups who want a clean, simple cap table tool"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|challenger-small|Qapita", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Qapita** as the best starting point because it is explicitly identified as the best equity management software for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|challenger-small|Spark", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Spark", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Spark** is also worth considering because it is free for up to 25 stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|challenger-small|Carta", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Carta** if you want a broader, more established end-to-end platform"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|challenger-small|Eqvista", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** if you want an option that one review ranks as a top overall recommendation for private companies"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|challenger-small|Cake Equity", "prompt": "c235-s2", "model": "challenger-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cake Equity** if you want a startup-focused tool"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|deepseek-small|Eqvista", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick: Eqvista"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|deepseek-small|Cake Equity", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Runner-up: Cake Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|deepseek-small|Pulley", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Also worth considering: Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|deepseek-small|Carta", "prompt": "c235-s2", "model": "deepseek-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "overkill and overpriced for a small B2B business... Skip it unless a venture investor, auditor, or acquirer requires it."}, {"id": "mai-20260918-0023-calibration_b|c235-s2|google-small|Pulley", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Pulley announced in mid-September 2026 that it is winding down all operations... Do not sign up for Pulley."}, {"id": "mai-20260918-0023-calibration_b|c235-s2|google-small|Mantle", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best Overall for US/Canadian Startups: **Mantle**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|google-small|Cake Equity", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Global/Remote Teams: **Cake Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|google-small|Carta", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if You Plan to Raise Venture Capital: **Carta**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|google-small|Eqvista", "prompt": "c235-s2", "model": "google-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Bootstrapped/Budget-Conscious Businesses: **Eqvista**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|meta-small|Qapita", "prompt": "c235-s2", "model": "meta-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the recommended equity management platform for a small business that sells to other businesses is Qapita"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|minimax-small|Carta", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Qapita** or **Carta** if you have venture funding."}, {"id": "mai-20260918-0023-calibration_b|c235-s2|minimax-small|Qapita", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Qapita** or **Carta** if you have venture funding."}, {"id": "mai-20260918-0023-calibration_b|c235-s2|minimax-small|Capshare", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Capshare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More affordable for early-stage small businesses. Offers solid core features without the premium pricing."}, {"id": "mai-20260918-0023-calibration_b|c235-s2|minimax-small|Waveup", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Waveup", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "check out **Waveup** or similar affordable options"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|minimax-small|Excel/Google Sheets", "prompt": "c235-s2", "model": "minimax-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Excel/Google Sheets", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "some small businesses start here, though it's risky as you scale"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|mistral-small|Cake Equity", "prompt": "c235-s2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Cake Equity** and **Pulley** are excellent for their ease of use and scalability"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|mistral-small|Qapita", "prompt": "c235-s2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a small B2B business, **Qapita** stands out for its free tier and transparent pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|mistral-small|Pulley", "prompt": "c235-s2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Known for its scalability and strong support for future funding rounds"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|mistral-small|EqVista", "prompt": "c235-s2", "model": "mistral-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "EqVista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want a simple, all-in-one solution, **EqVista** is also worth considering."}, {"id": "mai-20260918-0023-calibration_b|c235-s2|moonshot-small|Carta", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** — Best Overall ... Most small B2B businesses do well starting with **Carta's free tier** or **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|moonshot-small|Pulley", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Most small B2B businesses do well starting with **Carta's free tier** or **Pulley**, as both offer strong cap table management"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|moonshot-small|Eqvista", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**If you're bootstrapped or budget-focused:** **Eqvista** or **Pulley** (better value, still robust features)"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|moonshot-small|Qapita", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**If you have international stakeholders:** **Qapita** or **Ledgy**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|moonshot-small|Ledgy", "prompt": "c235-s2", "model": "moonshot-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**If you have international stakeholders:** **Qapita** or **Ledgy**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|openai-small|Pulley", "prompt": "c235-s2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Pulley** if your priority is **simple cap table/equity management with transparent pricing and a startup-friendly setup**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|openai-small|Carta Launch", "prompt": "c235-s2", "model": "openai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "if you want a platform with **broader industry adoption and a free starter tier**, **Carta Launch** is worth a look"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|xai-small|Pulley", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Pulley or Cake Equity as top equity management platforms"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|xai-small|Cake Equity", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "My pick: Start with Cake Equity's free tier"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|xai-small|Carta", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "These tools avoid Carta's steeper fees/opacity (better for VC-backed)"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|xai-small|Eqvista", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** (Budget Alternative) ... Super cost-conscious SMBs"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|xai-small|Ledgy", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "or enterprise bloat (Ledgy/Shareworks)"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|xai-small|Shareworks", "prompt": "c235-s2", "model": "xai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "or enterprise bloat (Ledgy/Shareworks)"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|zai-small|Pulley", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Start with **Cake Equity** (free tier) or **Pulley** (transparent pricing)"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|zai-small|Cake Equity", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best starting point:** **Cake Equity** (free tier up to 5 stakeholders) or **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|zai-small|Qapita", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "move to **Qapita** or **Carta** only if you anticipate raising capital or needing audit-ready reporting"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|zai-small|Carta", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Consider **Qapita** or **Carta** for long-term scalability"}, {"id": "mai-20260918-0023-calibration_b|c235-s2|zai-small|Ledgy", "prompt": "c235-s2", "model": "zai-small", "cat": "cap-table-management", "variant": "paraphrase", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Ledgy** | European/UK companies"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|alibaba-small|Pulley", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Pulley if: You want predictable costs... It's the best balance of power and simplicity for most US startups today."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|alibaba-small|Carta", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Customer support can be slower for smaller clients; complex interface; pricing becomes very high"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|alibaba-small|Cake Equity", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose Cake Equity if: You are pre-revenue/bootstrapping, have very few shareholders"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|alibaba-small|Ledgy", "prompt": "c235-s3", "model": "alibaba-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ledgy if: You have employees across multiple countries, especially in Europe"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|anthropic-small|Eqvista", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Strong choice for early-stage startups thanks to its simple setup, freemium plan, and transparent pay per shareholder pricing"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|anthropic-small|Cake Equity", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Offers a free plan for very small teams... best for early stage and growing startups that want a straightforward, intuitive platform."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|anthropic-small|Pulley", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pulley doesn't offer a free plan; their pricing starts at $1,200 per year, but is ideal for startups and growing companies that may not be the best fit for single founders or small founding teams."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|anthropic-small|Carta", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "may find Carta expensive or too complex, and may prefer lighter or more niche alternatives"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|anthropic-small|Capboard", "prompt": "c235-s3", "model": "anthropic-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "cost-conscious options with a small cap table include Eqvista (free up to 20 shareholders) or Capboard ($30/mo)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|challenger-small|Cake Equity", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Best cheapest starter option:** **Cake Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|challenger-small|Pulley", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Best overall for a small startup team:** **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|challenger-small|Carta", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Best if you want the most complete platform:** **Carta**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|challenger-small|Eqvista", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best budget alternative with valuation tools:** **Eqvista**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|challenger-small|Ledgy", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Ledgy** is more compelling for teams operating across **Europe or multiple jurisdictions**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|challenger-small|Qapita", "prompt": "c235-s3", "model": "challenger-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Qapita** is useful if you expect **frequent equity activity**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|deepseek-small|Carta", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "for small teams, it's the **least cost-friendly**: pricing is opaque (often quote-based)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|deepseek-small|Pulley", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**US early-stage, want transparent pricing + great modeling** \\u2192 **Pulley**."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|deepseek-small|Ledgy", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "The **leader for European and globally distributed teams**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|deepseek-small|Eqvista", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "The **most affordable flexible option** with per-stakeholder pricing and a genuine free tier"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|deepseek-small|Cake Equity", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Simplest employee-friendly option for a small team** \\u2192 **Cake Equity**"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|deepseek-small|Capboard", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "The **budget pick**, especially for early-stage EU teams."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|deepseek-small|AngelList Stack", "prompt": "c235-s3", "model": "deepseek-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "reportedly stopped accepting new customers (as of 2026), so it's generally not worth considering"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|google-small|Mantle", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Mantle: Best for Flat-Rate Pricing & AI-Native Workflows... increasingly popular choice for early-to-growth stage startups"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|google-small|Pulley", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Go with Pulley if: You are a US-based, venture-backed startup (especially a YC company) preparing for an active fundraising round"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|google-small|Eqvista", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Eqvista if: You are bootstrapped or self-funded, want the lowest possible platform fee"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|google-small|Cake Equity", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Cake Equity if: Your first 5 to 15 team members are scattered across different countries"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|google-small|Carta", "prompt": "c235-s3", "model": "google-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Once you outgrow the free tier, however, prices scale rapidly (the median growth contract is roughly $14,000–$15,400/year)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|meta-small|Pulley", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pulley is a strong option for early-stage startups focused on fundraising... It is best suited for small businesses"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|meta-small|Carta", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta is best suited for larger venture-backed companies requiring fund administration and secondary transactions."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|meta-small|Eqvista", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eqvista is a good choice for fast-growing startups to late-stage companies, even unicorns."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|meta-small|Ledgy", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Other options include Ledgy, which is suitable for European and multinational companies"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|meta-small|Cake Equity", "prompt": "c235-s3", "model": "meta-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cake Equity, which is a good choice for smaller startups seeking a simple, employee-friendly equity platform"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Carta", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta Launch** – Best free tier, widely used, good for future scaling"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Pulley", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** – Strong modeling for fundraises, popular with VCs"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Cake Equity", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Eqvista and Cake Equity offer competitive pricing with solid features for growing teams."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Eqvista", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** – Best value with transparent pricing and free 409A support"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Ledgy", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EU/UK company** | Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Capboard", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Eqvista or Capboard ($30/mo)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Capdesk", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capdesk", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**European**: Ledgy, Capdesk (Carta-owned)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|minimax-small|Qapita", "prompt": "c235-s3", "model": "minimax-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**APAC**: Qapita"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|mistral-small|Pulley", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're a very early-stage team, Pulley or Cake Equity are the most cost-effective and user-friendly."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|mistral-small|Ledgy", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you're in Europe or planning to scale internationally, Ledgy is a strong choice."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|mistral-small|Cake Equity", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Pulley or Cake Equity are the most cost-effective and user-friendly."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|mistral-small|Carta", "prompt": "c235-s3", "model": "mistral-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "More suited for companies that have raised larger amounts... Carta may be worth the higher cost."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|moonshot-small|Carta", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta** — Best Overall / Industry Standard"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|moonshot-small|Pulley", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** — Best for Early Stage / Founder-Friendly"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|moonshot-small|Ledgy", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** — Best for European / International Teams"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|moonshot-small|Eqvista", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** — Best Budget Option"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|moonshot-small|Cake Equity", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cake Equity** — Best for APAC / Australia"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|moonshot-small|AngelList Stack", "prompt": "c235-s3", "model": "moonshot-small", "cat": "cap-table-management", "variant": "comparative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "AngelList Stack sunset in August 2026 and is no longer accepting new customers, so it's not a viable option for new teams."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|openai-small|Carta", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose Carta if you want the safest long-term bet for growth and don't mind complexity."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|openai-small|Pulley", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose Pulley if you care most about a polished startup workflow and can pay for it."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|openai-small|Eqvista", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Choose Eqvista if you want the lowest-cost way to get started."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|openai-small|Ledgy", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Ledgy if you have international equity complexity."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|openai-small|SeedLegals", "prompt": "c235-s3", "model": "openai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "SeedLegals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose SeedLegals if you want cap table management bundled with legal/fundraising tools."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|xai-small|Carta", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pick based on location (US: Pulley/Carta; EU: Ledgy)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|xai-small|Pulley", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Founder-friendly, transparent pricing, YC-backed"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|xai-small|Cake Equity", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "needs (employee focus: Cake)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|xai-small|Ledgy", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EU/UK/international small teams"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|xai-small|Eqvista", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "budget (Eqvista)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|xai-small|Capboard", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Other mentions: Capboard (~$30/mo, EU budget pick)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|xai-small|Fidelity Private Shares", "prompt": "c235-s3", "model": "xai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Fidelity Private Shares (free <25, bank-backed)"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|zai-small|Pulley", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Pulley** is often the top pick for its transparent pricing, great UX, and strong SAFE/convertible modeling."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|zai-small|Cake Equity", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Cake Equity** is a solid alternative if you prefer an event‑led workflow"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|zai-small|Carta Launch", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Carta Launch** gives you industry‑standard tools and 409A at no cost"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|zai-small|Ledgy", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Ledgy** is built for local schemes, cross‑border compliance, and multi‑country plans."}, {"id": "mai-20260918-0023-calibration_b|c235-s3|zai-small|Eqvista", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Eqvista** offers a very low per‑shareholder fee and a freemium option"}, {"id": "mai-20260918-0023-calibration_b|c235-s3|zai-small|Shareworks (Morgan Stanley)", "prompt": "c235-s3", "model": "zai-small", "cat": "cap-table-management", "variant": "comparative", "raw": "Shareworks (Morgan Stanley)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Shareworks** is designed for large employee populations and rigorous compliance needs."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|alibaba-small|Cake Equity", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best cap table management software options are **Cake Equity** and **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|alibaba-small|Pulley", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best cap table management software options are **Cake Equity** and **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|alibaba-small|Mantle", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mantle is a strong contender"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|alibaba-small|Angellist (Capdesk)", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Angellist (Capdesk)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Angellist often bundles their cap table tool (Capdesk) with their syndicate fund"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|alibaba-small|Carta", "prompt": "c235-s4", "model": "alibaba-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Avoid Carta** at this stage unless you have significant funding"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|anthropic-small|Gust Equity Management (GEM)", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Gust Equity Management (GEM)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Gust Equity Management is the budget-friendly option for very early-stage companies and first-time founders"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|anthropic-small|Cake Equity", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small companies with tight budgets, **Cake Equity** or **Pulley** are your best bets"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|anthropic-small|Pulley", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For most small companies with tight budgets, **Cake Equity** or **Pulley** are your best bets"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|anthropic-small|Capboard", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Capboard is the EU-friendly cap-table tool that competes hardest on price"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|anthropic-small|Carta", "prompt": "c235-s4", "model": "anthropic-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "at a fraction of Carta's entry point"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|challenger-small|Cake Equity", "prompt": "c235-s4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best cheapest start:** **Cake Equity** — it has a free tier for up to 5 stakeholders and low-cost paid plans"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|challenger-small|Eqvista", "prompt": "c235-s4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Eqvista** if you want the strongest budget-friendly all-around option with more functionality"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|challenger-small|Pulley", "prompt": "c235-s4", "model": "challenger-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "its plans start around **$1,200/year**, so it is usually less attractive on a tight budget"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|deepseek-small|Eqvista", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eqvista** — Best overall value for tiny budgets"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|deepseek-small|Carta Launch", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **Carta Launch or Fidelity Private Shares** (both free)"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|deepseek-small|Fidelity Private Shares", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "I'd recommend starting with **Carta Launch or Fidelity Private Shares** (both free)"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|deepseek-small|Capboard", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Capboard** — Great if you want a flat low price"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|deepseek-small|Pulley", "prompt": "c235-s4", "model": "deepseek-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Many \"free\" tiers disappear quickly (Pulley's is already gone)."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|google-small|Pulley", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not sign up for Pulley as they are actively migrating existing clients to Carta."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|google-small|Mantle Equity", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Go with Mantle Starter if you have several early employees/advisors (more than 25) but are entirely bootstrapped or pre-priced round"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|google-small|Carta Launch", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Go with Carta Launch if you are an early-stage startup that plans to aggressively raise VC funding soon."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|google-small|Cake Equity", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Go with Cake Equity if you need a 409A valuation on a tight budget."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|google-small|Eqvista", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Go with Eqvista if you want a reliable, simple tool that will only cost you a few dollars a month"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|google-small|Fidelity Private Shares", "prompt": "c235-s4", "model": "google-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best Free Suite for Delaware C-Corps ... Unmatched features for a free tier."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|meta-small|Pulley", "prompt": "c235-s4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "likely to be Pulley, Capshare, or Cake Equity. Pulley offers a starting price of $1,200/year for 25 stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|meta-small|Capshare", "prompt": "c235-s4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capshare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Capshare is the simplest and most affordable dedicated cap table tool in the market"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|meta-small|Cake Equity", "prompt": "c235-s4", "model": "meta-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Cake Equity offers a free starting point with a clear upgrade path"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|minimax-small|Carta Launch", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Carta Launch** is excellent and widely recognized (investors and acquirers are familiar with it)"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|minimax-small|Eqvista", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Eqvista** offers the best value with free tier and bundled valuations"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|minimax-small|Fidelity Private Shares", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Go with **Fidelity Private Shares** - it's free until your first priced round with no stakeholder cap"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|minimax-small|Capboard", "prompt": "c235-s4", "model": "minimax-small", "cat": "cap-table-management", "variant": "budget", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Capboard** ($30/month) - Best for: Cost-conscious with a small cap table"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|mistral-small|Cake Equity", "prompt": "c235-s4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you need a free solution, start with **Cake Equity** or **Pulley's free tier**."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|mistral-small|Pulley", "prompt": "c235-s4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with **Cake Equity** or **Pulley's free tier**"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|mistral-small|Ledgy", "prompt": "c235-s4", "model": "mistral-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Pulley** or **Ledgy** are excellent low-cost options with transparent pricing and good scalability"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|moonshot-small|Eqvista", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Eqvista** - Best Overall Value ... One of the most affordable options with a true freemium model"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|moonshot-small|Carta Launch", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Start with Carta Launch** or **Mantle Starter** if you want completely free with no strings attached"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|moonshot-small|OpenCap Stack", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "OpenCap Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Open Source Option ... Truly free forever option, transparent pricing, no vendor lock-in"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|moonshot-small|Mantle Starter", "prompt": "c235-s4", "model": "moonshot-small", "cat": "cap-table-management", "variant": "budget", "raw": "Mantle Starter", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "**Start with Carta Launch** or **Mantle Starter** if you want completely free with no strings attached"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|openai-small|Eqvista", "prompt": "c235-s4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best overall pick is usually **Eqvista** or **Carta Launch**"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|openai-small|Carta Launch", "prompt": "c235-s4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the best overall pick is usually **Eqvista** or **Carta Launch**"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|openai-small|Pulley", "prompt": "c235-s4", "model": "openai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Skip **Pulley** if your main priority is minimizing cost."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|xai-small|Eqvista", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Eqvista stands out as the top recommendation for cap table management software."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|xai-small|Carta", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Industry standard with network effects, but costs rise quickly; opaque pricing needs a sales call."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|xai-small|Pulley", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Transparent pricing, excellent SAFE/convertible modeling; 4.7/5 ratings."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|xai-small|Fidelity Private Shares", "prompt": "c235-s4", "model": "xai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Includes data room; good free starter but may require migration later."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|zai-small|Carta Launch", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Carta Launch", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta Launch – Best Overall Free Tier"}, {"id": "mai-20260918-0023-calibration_b|c235-s4|zai-small|CapTableFree", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "CapTableFree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you need unlimited stakeholders at no cost, **CapTableFree** is the standout."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|zai-small|Eqvista", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you prefer a freemium model with predictable scaling, **Eqvista** is a solid choice."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|zai-small|Ledgy", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're based in Europe ... **Ledgy** is excellent."}, {"id": "mai-20260918-0023-calibration_b|c235-s4|zai-small|Cake Equity", "prompt": "c235-s4", "model": "zai-small", "cat": "cap-table-management", "variant": "budget", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "For very small teams on the tightest budget, **Cake Equity** offers a free starting point."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|alibaba-small|Carta", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "moving to a formal infrastructure like Carta, Pulley, Capshare, or Sigula"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|alibaba-small|Pulley", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "moving to a formal infrastructure like Carta, Pulley, Capshare, or Sigula"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|alibaba-small|Capshare", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Capshare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "moving to a formal infrastructure like Carta, Pulley, Capshare, or Sigula"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|alibaba-small|Sigula", "prompt": "c235-s5", "model": "alibaba-small", "cat": "cap-table-management", "variant": "scale", "raw": "Sigula", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "moving to a formal infrastructure like Carta, Pulley, Capshare, or Sigula"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|challenger-small|Carta", "prompt": "c235-s5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "a **scorecard template** you can use with Carta, Pulley, Qapita, and others."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|challenger-small|Pulley", "prompt": "c235-s5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "a **scorecard template** you can use with Carta, Pulley, Qapita, and others."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|challenger-small|Qapita", "prompt": "c235-s5", "model": "challenger-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "a **scorecard template** you can use with Carta, Pulley, Qapita, and others."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|deepseek-small|Carta", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd shortlist **Pulley** and **Carta**... If you want the \"industry standard\" your investors/counsel already trust... → Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|deepseek-small|Pulley", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If cost and clean UX matter and you're pre-to-mid Series B → Pulley"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|deepseek-small|AngelList", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "AngelList", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "(and AngelList if you raised there)"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|deepseek-small|Cake Equity", "prompt": "c235-s5", "model": "deepseek-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Cake Equity** | Growing startups, AU/APAC, headcount scaling | Mid-range, rating-friendly |"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|google-small|Mantle", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Mantle", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If all 30 employees are in the US/Canada, look at **Mantle** or **Pulley** first."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|google-small|Pulley", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "If all 30 employees are in the US/Canada, look at **Mantle** or **Pulley** first."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|google-small|Carta", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "However, it is also the most expensive—with a median annual contract of around $14,000 to $15,000 once you scale."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|google-small|Eqvista", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Eqvista is a highly affordable alternative that charges per stakeholder"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|google-small|Cake Equity", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you are highly international, prioritize **Cake Equity** or **Ledgy**."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|google-small|Ledgy", "prompt": "c235-s5", "model": "google-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If you are highly international, prioritize **Cake Equity** or **Ledgy**."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|meta-small|Carta Launch", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta Launch", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some, like Carta Launch, are free for companies with under 25 stakeholders that have raised under $1M."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|meta-small|Pulley", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Offers a Startup plan for $1,200/year for up to 25 stakeholders, and a Growth plan for $3,500/year"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|meta-small|Eqvista", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Offers a free plan for up to 20 shareholders, and monthly pricing based on the number of shareholders."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|meta-small|Carta", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers a free plan for companies with under 25 stakeholders ... and paid plans starting at $2,988/year."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|meta-small|Qapita", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Qapita", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Offers flat-tier pricing with published per-stakeholder rates for predictable scaling."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|meta-small|Cake Equity", "prompt": "c235-s5", "model": "meta-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Offers real-time access and the confidence to make equity decisions fast"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|minimax-small|Eqvista", "prompt": "c235-s5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For your size, I'd suggest focusing on **Eqvista** or **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|minimax-small|Pulley", "prompt": "c235-s5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For your size, I'd suggest focusing on **Eqvista** or **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|minimax-small|Carta", "prompt": "c235-s5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "they tend to be more cost-effective for mid-stage startups than Carta"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|minimax-small|Excel", "prompt": "c235-s5", "model": "minimax-small", "cat": "cap-table-management", "variant": "scale", "raw": "Excel", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Popular options include **Eqvista**, **Pulley**, **Carta**, and **Excel**."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|mistral-small|Carta", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Shortlist 3-5 vendors based on your needs (e.g., Carta, Pulley, LTSE Equity, Captable.io, or Carta's competitors)."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|mistral-small|Pulley", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Carta, Pulley, LTSE Equity, Captable.io"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|mistral-small|LTSE Equity", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "LTSE Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Carta, Pulley, LTSE Equity, Captable.io"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|mistral-small|Captable.io", "prompt": "c235-s5", "model": "mistral-small", "cat": "cap-table-management", "variant": "scale", "raw": "Captable.io", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Carta, Pulley, LTSE Equity, Captable.io"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|moonshot-small|Carta", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Carta** - Industry standard, deeper compliance, investors expect it"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|moonshot-small|Pulley", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Pre-Series A, budget-conscious | **Pulley** - $1,200/yr, clean UX, fast 409A"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|moonshot-small|Eqvista", "prompt": "c235-s5", "model": "moonshot-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Bootstrapped/very cost-sensitive | **Eqvista** - Often more affordable"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|xai-small|Carta", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Carta (benchmark) ... Gold standard for 409A/audit ... Pricier, steeper learning curve/sales process."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|xai-small|Pulley", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with Pulley (easy/affordable) and Carta (benchmark)."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|xai-small|Ledgy", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Global/cross-border ... 4.8 G2 rating. | Weaker U.S.-specific features."}, {"id": "mai-20260918-0023-calibration_b|c235-s5|xai-small|Cake Equity", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fast setup/EU startups | Starts ~$1K/yr | <1 week onboarding, free migration"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|xai-small|Eqvista", "prompt": "c235-s5", "model": "xai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular options include Carta, Pulley, Ledgy, Cake Equity, and Eqvista"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|zai-small|Shareworks", "prompt": "c235-s5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Shareworks", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "don't lock into a platform that's designed for public companies (e.g., Shareworks)"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|zai-small|Carta", "prompt": "c235-s5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "I can also compare specific tools (Carta, Pulley, Ledgy, Cake Equity, EquityList, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|zai-small|Pulley", "prompt": "c235-s5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compare specific tools (Carta, Pulley, Ledgy, Cake Equity, EquityList, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|zai-small|Ledgy", "prompt": "c235-s5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "compare specific tools (Carta, Pulley, Ledgy, Cake Equity, EquityList, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|zai-small|Cake Equity", "prompt": "c235-s5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "Cake Equity", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compare specific tools (Carta, Pulley, Ledgy, Cake Equity, EquityList, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c235-s5|zai-small|EquityList", "prompt": "c235-s5", "model": "zai-small", "cat": "cap-table-management", "variant": "scale", "raw": "EquityList", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compare specific tools (Carta, Pulley, Ledgy, Cake Equity, EquityList, etc.)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Microsoft Excel / Google Sheets", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Microsoft Excel / Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "relying on spreadsheets is the most common cause of catastrophic equity errors"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Carta", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Why to be cautious: Opaque & High Pricing: Carta uses quote-based pricing that lacks transparency."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Gusto", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Gusto", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Generic HRIS Platforms (e.g., Gusto, Rippling, Deel) ... Why to avoid: Lack of Dilution Math"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Rippling", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Rippling", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic HRIS Platforms (e.g., Gusto, Rippling, Deel) ... Why to avoid"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Deel", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Deel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Generic HRIS Platforms (e.g., Gusto, Rippling, Deel) ... Why to avoid"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Pulley", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Pulley: Highly rated for startups; transparent pricing; strong modeling tools."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Eqvista", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Eqvista: Very cost-effective for early-stage/small teams; good free tiers."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Shareworks Lite", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Dedicated SaaS** (e.g., **Pulley**, **Eqvista**, **Shareworks Lite**)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|alibaba-small|Angellist Stack", "prompt": "c235-s6", "model": "alibaba-small", "cat": "cap-table-management", "variant": "negative", "raw": "Angellist Stack", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "AngelList (Stack): Excellent if you are raising through AngelList or primarily using SAFEs."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|anthropic-small|Carta", "prompt": "c235-s6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Founders have publicly reported steep, unexpected price increases at renewal, and in December 2024 several reported that canceling required scheduling a mandatory meeting"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|anthropic-small|Pulley", "prompt": "c235-s6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Pulley may have limitations for growth-stage companies"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|anthropic-small|Cake Equity", "prompt": "c235-s6", "model": "anthropic-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "has geographic and complexity limitations"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|challenger-small|Carta", "prompt": "c235-s6", "model": "challenger-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "cautious of enterprise-heavy platforms** like **Carta** when they are early-stage, because multiple guides say Carta can be **too costly** and **too complex**"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|deepseek-small|Carta", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Be most cautious about **Carta** (data-trust conflict + opaque/high costs + lock-in)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|deepseek-small|Shareworks (by Morgan Stanley)", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks (by Morgan Stanley)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "and **Shareworks** (enterprise pricing and implementation costs)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|deepseek-small|Pulley", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Better-fitting, budget-friendly options (not on the caution list): **Pulley** (free up to ~25 stakeholders, transparent ~$1,200/yr pricing... well-regarded for seed-stage)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|deepseek-small|Eqvista", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Eqvista** (freemium, per-shareholder pricing starting ~$2/month, high G2 rating)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|deepseek-small|Cake Equity", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Cake Equity**, and **Ledgy** (good for EU)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|deepseek-small|Ledgy", "prompt": "c235-s6", "model": "deepseek-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Ledgy** (good for EU)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|Pulley", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Do not sign up for Pulley.... winding down and ceasing all operations and services on December 8, 2026"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|Carta", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Carta (Proceed with Caution)... aggressive price jumps... Historical Data Privacy Scandals"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|Cake Equity", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Alternatives such as Cake Equity, Eqvista, Qapita, and Astrella are highly rated for early-to-mid-stage businesses."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|Eqvista", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Alternatives such as Cake Equity, Eqvista, Qapita, and Astrella are highly rated"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|Qapita", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "look to competitors like Cake Equity, Eqvista, or Qapita"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|LTSE Equity / Captable.io", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "LTSE Equity / Captable.io", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "LTSE Equity officially shut down its cap table business in early 2024... It is no longer an active service."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|Astrella", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Astrella", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Alternatives such as Cake Equity, Eqvista, Qapita, and Astrella are highly rated for early-to-mid-stage businesses."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|google-small|Shareworks by Morgan Stanley", "prompt": "c235-s6", "model": "google-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks by Morgan Stanley", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "Avoid for Early-Stage/Small Businesses... pricing is prohibitively high and opaque"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|meta-small|Carta", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Carta is mentioned as a comprehensive standard for US C-Corps"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|meta-small|Pulley", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Pulley is noted as a strong, streamlined, and often more affordable alternative"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|meta-small|Ledgy", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Ledgy is highlighted as a good option for UK and international startups"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|meta-small|Eqvista", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Eqvista and Capboard are mentioned as cost-conscious options for small cap tables"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|meta-small|Capboard", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "Capboard", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Eqvista and Capboard are mentioned as cost-conscious options for small cap tables"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|meta-small|AngelList Stack", "prompt": "c235-s6", "model": "meta-small", "cat": "cap-table-management", "variant": "negative", "raw": "AngelList Stack", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "AngelList Stack is noted as having stopped accepting new customers in August 2026."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|minimax-small|Carta", "prompt": "c235-s6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Major Red Flag: Carta ... accused of using confidential customer cap table data to broker secondary share sales without explicit disclosure"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|minimax-small|Pulley", "prompt": "c235-s6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "some advisors recommend beginning with simpler, more transparent platforms (like Pulley or Ledgy)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|minimax-small|Shareworks", "prompt": "c235-s6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Shareworks", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Many customers switched to competitors (Pulley, Shareworks, Ledgy) following this scandal."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|minimax-small|Ledgy", "prompt": "c235-s6", "model": "minimax-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "beginning with simpler, more transparent platforms (like Pulley or Ledgy)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|mistral-small|Pulley", "prompt": "c235-s6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "consider platforms known for small businesses and startups, such as Pulley, Ledgy (for EU-based companies), or Cake Equity"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|mistral-small|Ledgy", "prompt": "c235-s6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Ledgy (for EU-based companies)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|mistral-small|Cake Equity", "prompt": "c235-s6", "model": "mistral-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or Cake Equity, which are often praised for their ease of use, transparent pricing, and good support"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|moonshot-small|Carta", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While Carta is the market leader, small businesses should be cautious because: **Expensive pricing model**"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|moonshot-small|Spreadsheet-Only Solutions", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Spreadsheet-Only Solutions", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid relying on Excel/Google Sheets long-term"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|moonshot-small|Eqvista", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Eqvista", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Better Alternatives for Small Businesses ... **Eqvista** | Budget-conscious startups"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|moonshot-small|Fidelity Private Shares", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Fidelity Private Shares | Early-stage, pre-priced round | Free until first priced financing"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|moonshot-small|Cake Equity", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Cake Equity | Growing startups | ~$80/month flat rate"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|moonshot-small|Mantle", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Mantle", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mantle | Simple needs, flat pricing | Flat annual fees, unlimited stakeholders"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|moonshot-small|Pulley", "prompt": "c235-s6", "model": "moonshot-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Pulley | YC-backed startups | ~$1,200/year (more transparent than Carta)"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|openai-small|Carta", "prompt": "c235-s6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "**Carta** — strong product, but often best only if you need the enterprise-grade ecosystem and can tolerate custom pricing and heavier complexity."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|openai-small|Fidelity Private Shares", "prompt": "c235-s6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Fidelity Private Shares", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "can be solid, but review comparisons suggest small businesses should watch for support/setup and pricing opacity"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|openai-small|Pulley", "prompt": "c235-s6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Examples that tend to be viewed more startup-friendly include **Pulley**, **Cake Equity**, **Qapita**, and **Capboard**"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|openai-small|Cake Equity", "prompt": "c235-s6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Examples that tend to be viewed more startup-friendly include **Pulley**, **Cake Equity**, **Qapita**, and **Capboard**"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|openai-small|Qapita", "prompt": "c235-s6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Qapita", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Examples that tend to be viewed more startup-friendly include **Pulley**, **Cake Equity**, **Qapita**, and **Capboard**"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|openai-small|Capboard", "prompt": "c235-s6", "model": "openai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Capboard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Examples that tend to be viewed more startup-friendly include **Pulley**, **Cake Equity**, **Qapita**, and **Capboard**"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|xai-small|Carta", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Carta** is the main cap table platform small businesses should approach with caution"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|xai-small|Pulley", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Pulley**: Affordable, streamlined, founder-friendly; strong for early-stage with predictable costs."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|xai-small|Ledgy", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Ledgy** (non-US): Good for international compliance, EMI schemes."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|xai-small|Cake Equity", "prompt": "c235-s6", "model": "xai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Cake Equity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Cake Equity** or free tiers elsewhere for basics."}, {"id": "mai-20260918-0023-calibration_b|c235-s6|zai-small|Capdesk", "prompt": "c235-s6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Capdesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "here are the cap table platforms and types of tools a small business should **avoid or approach with caution**: ... ### 1. Capdesk"}, {"id": "mai-20260918-0023-calibration_b|c235-s6|zai-small|Carta", "prompt": "c235-s6", "model": "zai-small", "cat": "cap-table-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "If your investors expect a specific export format (e.g., Carta-style)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|alibaba-small|Diligent Entities", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent is widely considered the market leader for enterprise-grade entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|alibaba-small|LEAP Entity Management", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "LEAP Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LEAP is a \"pure-play\" software provider dedicated exclusively to entity management."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|alibaba-small|Wolters Kluwer CCH Axcess World", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Wolters Kluwer CCH Axcess World", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "their Entity Management module is the logical choice for consolidation"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|alibaba-small|DiliTrust", "prompt": "c236-l1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Recognized recently by Gartner, DiliTrust focuses heavily on the operational and administrative efficiency"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|anthropic-small|Diligent Entities", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** - A leading platform that centralizes global subsidiary data, governance documents, and compliance tracking for multinational corporations"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|anthropic-small|Fides", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Fides", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "A one-stop-shop platform for Legal Entity Management and Board Management ... market segment of 77% Enterprise."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|anthropic-small|CSC (Corporation Service Company)", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "CSC (Corporation Service Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Offers a comprehensive legal entity management platform designed for multinational organizations"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|anthropic-small|Athennian", "prompt": "c236-l1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A modern entity management platform focused on automating compliance and corporate record-keeping."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|challenger-small|Diligent Entities", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest single choice from the available results is **Diligent Entities**"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|challenger-small|Wolters Kluwer Legisway", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wolters Kluwer Legisway** and **CSC Entity Management** are also credible enterprise-oriented options"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|challenger-small|CSC Entity Management", "prompt": "c236-l1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "also credible enterprise-oriented options mentioned among leading tools"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|deepseek-small|Diligent Entities", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "It's the market-leading entity and subsidiary management platform, widely considered the enterprise governance standard."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|deepseek-small|Computershare GEMS", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** or **Computershare GEMS** are the go-to enterprise standards."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|deepseek-small|Athennian", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best Modern Cloud Alternative ... **Athennian** is the standout choice."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|deepseek-small|CSC", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you want bundled global registered-agent services to handle filings end-to-end: **CSC** is a strong pick."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|deepseek-small|CT Corporation", "prompt": "c236-l1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "These pair entity management software with global registered-agent and managed-compliance services"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|google-small|Athennian", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you want the **most modern, AI-forward, and user-friendly** platform for internal legal operations, choose **Athennian**."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|google-small|MinuteBox", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Highly secure, reliable, and incredibly fast... Best For: Security-focused enterprises with heavy minute-book and compliance tracking needs."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|google-small|Diligent Entities (formerly Blueprint OneWorld)", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities (formerly Blueprint OneWorld)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you are a **massive global multi-national**... choose **Diligent Entities**."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|google-small|Computershare GEMS (Global Entity Management System)", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS (Global Entity Management System)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "the software interface itself can feel dated compared to cloud-native platforms like Athennian"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|google-small|CSC Entity Management", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want to **outsource the headaches of Registered Agent filings and compliance service**... choose **CSC Entity Management**."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|google-small|CT Corporation (hCue by Wolters Kluwer)", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation (hCue by Wolters Kluwer)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "though (like CSC) the software can feel slightly rigid compared to modern SaaS"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|google-small|Klea", "prompt": "c236-l1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Modern systems (like Athennian, MinuteBox, or Klea) allow you to drag and drop a corporate filing"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|meta-small|GSI", "prompt": "c236-l1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "GSI", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "including GSI, a lawtech platform for managing corporate routines and records"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|meta-small|Omnipresent", "prompt": "c236-l1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Omnipresent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Omnipresent, which enables businesses to build distributed teams worldwide"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|minimax-small|DocuSign CLM", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "DocuSign CLM", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **DocuSign CLM** if you need strong signature management combined with entity governance"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|minimax-small|Ironclad", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Ironclad", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "or **Ironclad** if workflow automation is your primary priority"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|minimax-small|EnGlobe", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "For global operations with complex compliance needs, **EnGlobe** would be the strongest choice."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|minimax-small|Corpify", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Corpify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Best for**: Legal and finance teams needing centralized entity records"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|minimax-small|Icertis Contract Intelligence", "prompt": "c236-l1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Icertis Contract Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for**: AI-powered contract intelligence at scale"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|mistral-small|GEMS (Global Entity Management System) by Computershare", "prompt": "c236-l1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS (Global Entity Management System) by Computershare", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "GEMS being slightly ahead in recent independent tests and reviews"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|mistral-small|CSC Entity Management", "prompt": "c236-l1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Another top contender, particularly for corporate secretarial teams running standardized workflows across large portfolios."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|moonshot-small|CSC Entity Management", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CSC Entity Management** (Best Overall for Enterprise)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|moonshot-small|Diligent Entity Management", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **CSC Entity Management** or **Diligent**"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|moonshot-small|Athennian", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Entity Management Solution of the Year 2024"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|moonshot-small|GEMS by Computershare", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS by Computershare", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Score:** 8.8/10 overall"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|moonshot-small|FileJet", "prompt": "c236-l1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "FileJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best ROI in Entity Management 2024"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|openai-small|Diligent Entities", "prompt": "c236-l1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest all-around choice is usually **Diligent Entities**"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|openai-small|Wolters Kluwer Legisway", "prompt": "c236-l1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Wolters Kluwer Legisway** is also a strong contender"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|openai-small|Wolters Kluwer TyMetrix 360°", "prompt": "c236-l1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Wolters Kluwer TyMetrix 360°", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "better if your focus is more on legal spend/matter management than pure entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|Diligent Entities", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** (Strongest for large enterprises)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|Athennian", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Cloud-native for corporate legal teams; excels in governance, records automation, cap tables, and visual org charts."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|Encompass (by CSC)", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Encompass (by CSC)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade for multinationals; automated filings, compliance workflows, ownership tracking."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|GEMS (Computershare)", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS (Computershare)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "GEMS 8.8/10 for corporate entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|Workiva", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Reporting-focused with entity management; good for SEC compliance."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|Icertis", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Icertis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "If CLM integration is key (Gartner Leaders in CLM)."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|Ironclad", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Ironclad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Icertis or Ironclad: If CLM integration is key"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|xai-small|DiliTrust", "prompt": "c236-l1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Emerging, named in Gartner Legal Tech Map."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|CT Corporation Entity Management", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "CT Corporation Entity Management – if you want a fully‑service‑led solution with deep filing and registered‑agent support."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Athennian", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Athennian – if you prefer a software‑first platform with rich entity data, structure charts, and strong integration with CLM and reporting tools."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Diligent Entities", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Diligent Entities, EnGlobe, and LegalX are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Filejet", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Filejet – if you need end‑to‑end automation (including filing execution) and want to minimize manual compliance work."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|EnGlobe by Corporatek", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "EnGlobe by Corporatek", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Diligent Entities, EnGlobe, and LegalX are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|LegalX", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Diligent Entities, EnGlobe, and LegalX are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Carta", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Provides overall scores for LegalX, CT Corporation Entity Management, Carta, Corporify, etc."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Corporify", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "overall scores for LegalX, CT Corporation Entity Management, Carta, Corporify, etc."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|CSC", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Distinguishes service‑led providers (CT Corp, CSC, Cogency, Harbor)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Cogency", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Cogency", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "service‑led providers (CT Corp, CSC, Cogency, Harbor)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Harbor", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Harbor", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "service‑led providers (CT Corp, CSC, Cogency, Harbor)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|EntityKeeper", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "software‑first platforms (Athennian, Diligent Entities, Filejet, EntityKeeper, MinuteBox)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|MinuteBox", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "software‑first platforms (Athennian, Diligent Entities, Filejet, EntityKeeper, MinuteBox)"}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|Fides by LegalOn", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Fides by LegalOn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "Describes Fides by LegalOn as an AI‑powered workspace integrating corporate governance and entity oversight."}, {"id": "mai-20260918-0023-calibration_b|c236-l1|zai-small|TeamConnect", "prompt": "c236-l1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "TeamConnect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "TeamConnect is noted for end‑to‑end legal operations including entity management."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|alibaba-small|CSC Entity Management", "prompt": "c236-l2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the top recommendation for a large B2B company is **CSC Entity Management**"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|alibaba-small|Computershare GEMS", "prompt": "c236-l2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "### 2. The Global Alternative: Computershare GEMS"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|alibaba-small|Diligent Boards", "prompt": "c236-l2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "you might need a dedicated platform like **Diligent Boards (formerly BlackLine)**"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|anthropic-small|Diligent", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent is best for large and global enterprises with formal governance programs that want entity management connected to board and risk tooling."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|anthropic-small|CSC (Corporation Service Company)", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC (Corporation Service Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "operating through its own offices in more than 140 jurisdictions with no franchises or affiliates, which appeals to multinationals"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|anthropic-small|EnGlobe", "prompt": "c236-l2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "EnGlobe exemplifies a unified approach by combining entity management with board governance through GlobalBoards in a single platform"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|challenger-small|MetricStream", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "MetricStream", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **MetricStream** as the primary choice"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|challenger-small|ServiceNow GRC", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ServiceNow GRC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**ServiceNow GRC** is the strongest alternative"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|challenger-small|Diligent", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Diligent** — strong when board governance and connected governance records are especially important."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|challenger-small|IBM OpenPages", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "IBM OpenPages", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "another enterprise option for large, complex risk and compliance programs"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|challenger-small|Diligent Entities", "prompt": "c236-l2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "If you mean **entity management** specifically ... **Diligent Entities** is a strong specialized option within that category."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|deepseek-small|Diligent Entities", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a large-scale B2B enterprise, **Diligent Entities** (formerly Blueprint OneWorld) is the strongest fit."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|deepseek-small|CSC Entity Management", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you'd prefer **managed services** (someone else handling the filings) alongside the software, go with **CSC**."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|deepseek-small|Athennian", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A modern, cloud-native, AI-powered alternative with excellent user reviews and faster implementation"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|deepseek-small|Computershare GEMS", "prompt": "c236-l2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Another enterprise-grade option built specifically for large multinationals."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|google-small|Diligent Entities", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent is the undisputed heavyweight in the corporate governance space.... Best for All-in-One Enterprise GRC"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|google-small|Diligent Boards", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "integrates seamlessly with **Diligent Boards** (the leading board portal software)"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|google-small|Athennian", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Athennian** is the leading modern, cloud-native choice"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|google-small|Kube by Kuberno", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Kube by Kuberno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Kube** is a cutting-edge legal entity governance platform designed to challenge legacy providers"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|google-small|CSC Entity Management", "prompt": "c236-l2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Corporation Service Company (CSC)** is the premier choice"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|meta-small|Corporatek - EnGlobe", "prompt": "c236-l2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporatek - EnGlobe", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Corporatek - EnGlobe: A comprehensive and unified global corporate entity management software system"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|meta-small|Athennian", "prompt": "c236-l2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "An AI-powered platform for legal, tax, and finance teams operating complex structures"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|meta-small|Diligent Entities", "prompt": "c236-l2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "A legal entity management software that centralizes, organizes, and administers critical data"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|minimax-small|CSC Entity Management", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "go with **CSC Entity Management**"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|minimax-small|GEMS (Global Entity Management System)", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "GEMS (Global Entity Management System)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If your structure is globally complex, evaluate **GEMS** closely."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|minimax-small|Diligent Entities", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "consider **Diligent Entities**"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|minimax-small|WEDO", "prompt": "c236-l2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "WEDO", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "A strong collaborative platform focused on streamlining meetings, writing minutes, and tracking tasks."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|mistral-small|Diligent Entities", "prompt": "c236-l2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Diligent Entities**. It is specifically designed for large enterprises with formal governance and GRC"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|moonshot-small|Diligent Entities", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **Diligent Entities** as your primary choice."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|moonshot-small|Computershare GEMS", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Computershare GEMS** would be worth evaluating as an alternative."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|moonshot-small|Athennian", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Companies wanting modern, cloud-native architecture with strong AI capabilities"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|moonshot-small|CSC Entity Management", "prompt": "c236-l2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong compliance focus; good for US-centric operations"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|openai-small|Diligent One Platform", "prompt": "c236-l2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent One Platform", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd most often recommend **Diligent One Platform** as the default choice for corporate governance and entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|openai-small|DiliTrust", "prompt": "c236-l2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DiliTrust** is also a strong contender because it combines entities, contracts, matters, boards, and committees in a single legal workspace"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|openai-small|Corporater", "prompt": "c236-l2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporater", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Corporater** is worth considering, especially for complex governance and reporting needs across a large enterprise"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|xai-small|Diligent Entities", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend Diligent Entities as the top corporate governance and entity management tool."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|xai-small|Athennian", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Athennian** (4.6/5 on G2): Modern, AI-powered, cloud-native for transactional work"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|xai-small|Computershare GEMS", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for large multinationals centralizing global compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|xai-small|CSC", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you need bundled registered agent/filing services alongside software."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|xai-small|CT Corporation", "prompt": "c236-l2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you need bundled registered agent/filing services alongside software."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|zai-small|Diligent Entities", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I recommend **Diligent's unified governance platform**—specifically **Diligent Boards** combined with **Diligent Entities**."}, {"id": "mai-20260918-0023-calibration_b|c236-l2|zai-small|Diligent Boards", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Boards** combined with **Diligent Entities**"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|zai-small|Athennian", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Athennian** for a more AI-focused, legal-team-centric entity management platform"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|zai-small|EnGlobe", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**EnGlobe** for a unified governance operating system with workflow automation"}, {"id": "mai-20260918-0023-calibration_b|c236-l2|zai-small|Govenda", "prompt": "c236-l2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Govenda** if you need a more focused governance platform with strong decision tracking"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|alibaba-small|Diligent Entities", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent is currently the market leader."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|alibaba-small|Corporation Pro Tech (CPT)", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporation Pro Tech (CPT)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "CPT is widely regarded as the \"gold standard\" for pure entity management."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|alibaba-small|BlackLine", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "BlackLine", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: The CFO and Accounting Departments (Financial Entity Management)."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|alibaba-small|MyCorporations (Enterprise Edition)", "prompt": "c236-l3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "MyCorporations (Enterprise Edition)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Mid-Market to Mid-Enterprise transitioning to larger scales."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|anthropic-small|Diliforce", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Diliforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The best solutions for entity management in 2026 include Diliforce, Diligent Entities, Athennian, and DiliTrust"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|anthropic-small|Diligent Entities", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Diligent Entities is an AI-powered system of record that creates a trusted single source of truth for entity data and compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|anthropic-small|Athennian", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Athennian delivers unparalleled capabilities in entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|anthropic-small|DiliTrust", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "include Diliforce, Diligent Entities, Athennian, and DiliTrust"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|anthropic-small|Filejet", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Filejet is a cloud-based entity management software that helps businesses automate compliance reporting"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|anthropic-small|Discern", "prompt": "c236-l3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Discern", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Discern's key features include automated annual report filing across 51 jurisdictions"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|Microsoft Purview", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Unified entity-centric governance, discovery, relationship mapping, lineage"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|Collibra Data Intelligence Cloud", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Collibra Data Intelligence Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Governed catalog, lineage, workflow-backed stewardship"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|Informatica Intelligent Data Governance", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica Intelligent Data Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Data quality rules, stewardship workflows, metadata-driven control"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|SAP Master Data Governance", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "SAP Master Data Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best for operational master data governance and controlled change management."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|Athennian", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Built for corporate records, ownership charts, and legal workflows rather than data governance."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|Diligent Entities", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Strong if entity management needs to sit alongside board, risk, and compliance processes."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|Computershare GEMS", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Typically positioned for formal entity administration at enterprise scale."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|CSC Entity Management", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Strong in statutory compliance and jurisdictional coverage, especially where managed services matter."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|EntityKeeper", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Simpler and more cost-oriented than enterprise governance suites."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|challenger-small|DiliTrust / Legisway", "prompt": "c236-l3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust / Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More legal-ops oriented than data-governance oriented."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Diligent Entities", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Entities for large multinationals"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Athennian", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Athennian for law firms/restructuring"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|CSC / CT Corporation", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC / CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CSC/CT if you need registered-agent services"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|EntityKeeper", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "EntityKeeper for budget simplicity"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Carta", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Manages entities alongside cap table/equity — niche fit for startups."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Computershare GEMS / EnGlobe", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS / EnGlobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Heavyweight enterprise platforms with strong governance, global coverage, and service integration."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|DiliTrust", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "DiliTrust and Legisway strong in Europe"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Legisway", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "DiliTrust and Legisway strong in Europe"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|MinuteBox", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Lighter-weight alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Corporify", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Lighter-weight alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Legalinc", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Legalinc", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Lighter-weight alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|CoverPin", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CoverPin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "CoverPin also popular in the space"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Xakia", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Xakia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Some are transparently priced (EntityKeeper, Xakia)"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Informatica", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 14, "ev": "Informatica for broad enterprise + Salesforce"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Reltio", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Reltio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "Reltio for real-time cloud customer 360"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Semarchy", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Semarchy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 16, "ev": "Semarchy for model-driven flexibility"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Profisee", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Profisee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "Low-code, agile, flexible deployment."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Stibo Systems", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Stibo Systems", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 18, "ev": "Stibo for product/PIM-heavy businesses"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|IBM InfoSphere MDM", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "IBM InfoSphere MDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 19, "ev": "IBM/SAP if locked into those stacks"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|SAP Master Data Governance", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "SAP Master Data Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Fits natively inside SAP landscapes (esp. Europe)."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Senzing", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Senzing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "Senzing/AWS/Tilores for real-time identity resolution inside applications"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|AWS Entity Resolution", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "AWS Entity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 22, "ev": "AWS ER → AWS-native teams"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Tilores", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Tilores", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 23, "ev": "Tilores = live identity in app/AI-agent workflows"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Data Ladder", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Data Ladder", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 24, "ev": "Entity-resolution specialists: Senzing, AWS Entity Resolution, Tilores, Data Ladder"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|MatchLogic", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "MatchLogic", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 25, "ev": "Data Ladder, MatchLogic, Quantexa, Tamr, Zingg, Splink"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Quantexa", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Quantexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 26, "ev": "Quantexa for fraud/AML"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Tamr", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Tamr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 27, "ev": "Quantexa, Tamr, Zingg, Splink"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Zingg", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Zingg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 28, "ev": "Zingg/Splink = open-source, Spark-based"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Splink", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Splink", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 29, "ev": "Zingg/Splink = open-source, Spark-based"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|Ataccama ONE", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Ataccama ONE", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 30, "ev": "Unified data quality, catalog, and MDM with embedded AI."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|deepseek-small|CluedIn", "prompt": "c236-l3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CluedIn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 31, "ev": "CluedIn → Microsoft Fabric/Purview"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|google-small|Diligent Entities", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Diligent Entities** if your enterprise is already using the Diligent ecosystem for Board Portals or wider GRC/audit tracking"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|google-small|CSC Entity Management", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **CSC Entity Management or hCue** if you have a lean in-house team and want to offload the headache of global registrations"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|google-small|Computershare GEMS", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **Computershare GEMS** if you are a massive, multi-national conglomerate with highly complex statutory requirements"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|google-small|hCue", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "hCue", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose **CSC Entity Management or hCue** if you have a lean in-house team"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|google-small|Athennian", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose **Athennian or MinuteBox** if you want to empower your legal operations... with modern, fast, AI-enabled cloud software"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|google-small|MinuteBox", "prompt": "c236-l3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose **Athennian or MinuteBox** if you want to empower your legal operations"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|Microsoft Purview", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top tools include Microsoft Purview"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|Collibra Data Intelligence Cloud", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Collibra Data Intelligence Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Collibra Data Intelligence Cloud"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|Informatica Intelligent Data Governance", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica Intelligent Data Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Informatica Intelligent Data Governance"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|SAP Master Data Governance", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "SAP Master Data Governance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "SAP Master Data Governance"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|EnGlobe", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "EnGlobe, EntityKeeper, Corporify"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|EntityKeeper", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "EntityKeeper, Corporify"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|Corporify", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Corporify, and Computershare GEMS"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|meta-small|Computershare GEMS", "prompt": "c236-l3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "and Computershare GEMS"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|Diligent Entities", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diligent Entities and Athennian lead in AI capabilities"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|Athennian", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Diligent Entities and Athennian lead in AI capabilities"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|Computershare GEMS", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Considerations: Legacy architecture, can be difficult to use, slow implementation"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|CSC Entity Management", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Software paired with global service delivery (formations, filings)"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|CT Corporation Entity Management", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Strong compliance focus, integrated with corporate secretarial services"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|DiliTrust Governance Suite", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Comprehensive governance platform with strong European presence"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|MinuteBox", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Focus on meeting minutes and governance documentation"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|minimax-small|Carta", "prompt": "c236-l3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Strong equity/cap table focus, less comprehensive for complex governance"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|Diligent Entities", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Large enterprises with formal governance, risk, and compliance (GRC) needs ... Purpose-built for enterprise scale and regulatory complexity"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|Computershare GEMS (Global Entity Management System)", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS (Global Entity Management System)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise-grade scalability, built for multinational operations, centralizes complex entity data and compliance workflows"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|Athennian", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for: Law firms and corporate legal teams"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|Wolters Kluwer Legisway", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Established platform with strong compliance features and global reach"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|CSC Entity Management (Corporation Service Company)", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management (Corporation Service Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Registered agent support and entity services across 140+ jurisdictions"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|Microsoft Purview", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Microsoft Purview stands out for data governance"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|Commenda", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-native platform, supports entity setup in 70+ countries"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|mistral-small|CT Corporation", "prompt": "c236-l3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Tools like CT Corporation excel in US compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|moonshot-small|Diligent Entities", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Diligent Entities if you need entity management deeply integrated into a broader GRC and board governance platform."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|moonshot-small|CSC Entity Management", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose CSC or CT Corporation if you want a hybrid software-plus-services approach with strong registered agent support."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|moonshot-small|Computershare GEMS", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Traditional on-premise architecture; some organizations find it less scalable and harder to use compared to modern cloud-native alternatives."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|moonshot-small|Athennian", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Choose Athennian if you prioritize modern UX, AI automation, and cloud-native architecture."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|moonshot-small|CT Corporation Entity Management", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose CSC or CT Corporation if you want a hybrid software-plus-services approach"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|moonshot-small|DiliTrust Governance Suite / Legisway", "prompt": "c236-l3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite / Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: European multinationals and organizations needing integrated legal operations"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|openai-small|Athennian", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Athennian** if you want the most modern, workflow-heavy governance ops platform."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|openai-small|Diligent Entities", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Diligent Entities** if you already live in the Diligent ecosystem or want strong GRC alignment."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|openai-small|CSC Entity Management", "prompt": "c236-l3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CSC** if your priority is mature corporate secretarial controls and guided compliance processes."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Senzing", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Senzing", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "not data/entity resolution tools like Senzing or Tamr, which are more for data matching in MDM/CDI"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Tamr", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Tamr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "not data/entity resolution tools like Senzing or Tamr"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|CSC Global Entity Management", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Global Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "For pure enterprise legal entity mgmt, start with **CSC** or **CT Corp** if budget allows"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|CT Corporation (Wolters Kluwer CT Corporation System)", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation (Wolters Kluwer CT Corporation System)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "start with **CSC** or **CT Corp** if budget allows (proven for globals like Big Tech)"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Global Entity Management System (GEMS)", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Global Entity Management System (GEMS)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "High ratings (9.2/10 in some reviews); real-time dashboards... Less known outside niche"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Discern Entity Manager", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Discern Entity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Discern** for cost-conscious scaling."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Diligent Entities", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Integrated with board management; cap table tracking, audit trails; strong for public companies."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Harbor Compliance / Harbor Global", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Harbor Compliance / Harbor Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Legal/Filing-Centric** (CSC, CT Corp, Discern, Harbor)"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Microsoft Purview", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Less specialized for legal filings; requires MS stack."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Informatica Enterprise Data Catalog / MDM", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica Enterprise Data Catalog / MDM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "Overkill for pure legal entity mgmt.; complex setup."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Corpify", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corpify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Other notables: Corpify, OneLegal (Wolters Kluwer), Reltio (MDM-focused)."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|OneLegal", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "OneLegal", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Other notables: Corpify, OneLegal (Wolters Kluwer), Reltio (MDM-focused)."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|xai-small|Reltio", "prompt": "c236-l3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Reltio", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Other notables: Corpify, OneLegal (Wolters Kluwer), Reltio (MDM-focused)."}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|Athennian", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** and **Diligent Entities** are widely regarded as the most modern, AI‑rich, and collaborative solutions"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|Diligent Entities", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Athennian** and **Diligent Entities** are widely regarded as the most modern, AI‑rich, and collaborative solutions"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|Computershare GEMS", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "excel for organizations that need deep jurisdictional coverage, integrated filing services"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|DiliTrust Governance Suite", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**DiliTrust** is a strong choice for European‑centric governance"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|CSC Entity Management", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Service‑plus‑technology model; expert compliance support"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|Corporify", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Corporify** and **Atlas** are excellent for teams that prioritize ownership visualization"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|EnGlobe", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Broad global coverage + filing services | EnGlobe or CSC Entity Management"}, {"id": "mai-20260918-0023-calibration_b|c236-l3|zai-small|Atlas", "prompt": "c236-l3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Scalable permissions & complex hierarchies | Atlas"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|alibaba-small|Newton", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Newton", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best option is **Newton**"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|alibaba-small|EntityKeeper", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pros:** Highly transparent, fixed pricing (approx. $5,000–$10,000/year).**Cons:** Their published pricing typically caps the number of entities"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|alibaba-small|Athennian", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Robust automation and widely used in enterprise environments."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|alibaba-small|Diligent Entities", "prompt": "c236-l4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Licensing is often strictly \"per-seat,\" which makes it financially unviable for \"thousands of users.\""}, {"id": "mai-20260918-0023-calibration_b|c236-l4|anthropic-small|Lextree (by Berkman Solutions)", "prompt": "c236-l4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree (by Berkman Solutions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lextree's unlimited user and entity pricing model** appears most suitable, as it removes scaling uncertainties"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|anthropic-small|Diligent Entities", "prompt": "c236-l4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** offers enterprise-grade features, though you'll need to negotiate custom pricing directly"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|anthropic-small|Athennian", "prompt": "c236-l4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Athennian's Essentials package costs $25,000/year and includes 100 entities."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|anthropic-small|CT Corporation", "prompt": "c236-l4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CT Corporation provides custom quote-based pricing that typically starts at $1,500+ per entity annually"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|challenger-small|Lextree", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lextree** is the strongest fit among the results because it is described as having **predictable pricing**"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|challenger-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "strong alternative if you want unlimited users or custom enterprise pricing"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|challenger-small|Athennian", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "the provided results do not give as clear a pricing signal for predictable all-in cost at very large user counts"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|challenger-small|Diligent Entities", "prompt": "c236-l4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "worth considering for complex enterprise governance needs, but pricing predictability is less clearly evidenced"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|deepseek-small|Xakia", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Xakia", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools to avoid given your criteria - Xakia / Dexco / Maatdesk — per-user pricing makes total cost unpredictable and huge at thousands of seats."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|deepseek-small|Dexco", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Dexco", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Xakia / Dexco / Maatdesk — per-user pricing makes total cost unpredictable and huge at thousands of seats."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|deepseek-small|CSC (CSC Global)", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "CSC (CSC Global)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "CSC is the strongest fit for a large multinational that needs predictable total cost across thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|deepseek-small|EntityKeeper", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "with **EntityKeeper** as the most transparent, budget-friendly alternative"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|deepseek-small|Maatdesk", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Maatdesk", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Tools to avoid given your criteria - Xakia / Dexco / Maatdesk — per-user pricing makes total cost unpredictable"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|deepseek-small|Diligent Entities", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "excellent enterprise solutions, but use custom quote-based pricing tied to entities, users, and modules; cost predictability requires locking a contract term"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|deepseek-small|Athennian", "prompt": "c236-l4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "excellent enterprise solutions, but use custom quote-based pricing tied to entities, users, and modules; cost predictability requires locking a contract term"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|google-small|EntityKeeper", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EntityKeeper (Best for Unlimited Users & Entity-Based Scaling) ... user seats should be free and unlimited"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|google-small|Lextree by Berkman Solutions", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree by Berkman Solutions", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Lextree's TCO is virtually unmatched for large scale deployments."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|google-small|MinuteBox", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MinuteBox eliminates the \"transactional\" cost of document sharing and user portals."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|google-small|Athennian", "prompt": "c236-l4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Athennian (Best for Enterprise-Grade Entity Scaling) ... starting at $25,000/year for 100 entities"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|meta-small|Diligent Entities", "prompt": "c236-l4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best legal entity management software ... is Diligent Entities, Wolters Kluwer Legisway, or LegalX."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|meta-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "is Diligent Entities, Wolters Kluwer Legisway, or LegalX"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|meta-small|LegalX", "prompt": "c236-l4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "LegalX is a strong fit for legal ops teams that need entity-level compliance tracking"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|minimax-small|CSC Entity Management", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best legal entity management software for a large company that needs **predictable total cost across thousands of users** is **CSC Entity Management**"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|minimax-small|EntityKeeper", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Good (but limited to 200 entities)"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|minimax-small|Diligent Entities", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Per-entity + modules | Varies | Moderate"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|minimax-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Custom enterprise | Varies | Low"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|minimax-small|Xakia", "prompt": "c236-l4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Xakia", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Per-user ($100-230/user/mo) | High at scale | Low"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|mistral-small|Lextree by Berkman Solutions", "prompt": "c236-l4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree by Berkman Solutions", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Lextree by Berkman Solutions** stands out as the best choice"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|mistral-small|Diligent Entities", "prompt": "c236-l4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically use custom enterprise quotations and modular licensing, which can become complex and less predictable"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|mistral-small|CSC Entity Management", "prompt": "c236-l4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "typically use custom enterprise quotations and modular licensing, which can become complex and less predictable"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|mistral-small|Computershare GEMS", "prompt": "c236-l4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "typically use custom enterprise quotations and modular licensing, which can become complex and less predictable"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|mistral-small|Athennian", "prompt": "c236-l4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "they may not scale as cleanly for thousands of users without significant cost increases"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|mistral-small|EntityKeeper", "prompt": "c236-l4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "they may not scale as cleanly for thousands of users without significant cost increases"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|moonshot-small|CSC Entity Management", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top Recommendation: CSC Entity Management"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|moonshot-small|EntityKeeper", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Strong Alternative: EntityKeeper ... **Limitation**: May not scale to thousands of entities"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|moonshot-small|Berkman Solutions (Lextree)", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Berkman Solutions (Lextree)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "$400/month for unlimited users + unlimited entities | Smaller entity counts but truly unlimited users"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|moonshot-small|NEWTON", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "NEWTON", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Enterprise tier with unlimited entities + unlimited users | EU-based companies"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|moonshot-small|Diligent Entities", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Custom enterprise pricing (~$23K-$60K+/year) | Deep governance integration; but pricing scales with users/modules"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|moonshot-small|Athennian", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Most entity management vendors (Athennian, Diligent, Wolters Kluwer Legisway) use **per-user or modular pricing** that becomes unpredictable at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|moonshot-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "use **per-user or modular pricing** that becomes unpredictable at enterprise scale"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|openai-small|Wolters Kluwer Legisway Enterprise", "prompt": "c236-l4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway Enterprise", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best fit for predictable enterprise-wide cost:** **Legisway Enterprise**"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|openai-small|Diligent Entities", "prompt": "c236-l4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Best pure entity-management choice:** **Diligent Entities**"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|EntityKeeper", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper stands out as the best option for a large company needing predictable total costs across thousands of users.**"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|Diligent Entities", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Athennian/Diligent are strong #2s for feature depth, but less predictable on cost"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|Athennian", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Athennian/Diligent are strong #2s for feature depth, but less predictable on cost"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|CSC", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "less full-featured for entity lifecycle mgmt. and unpredictable if entities grow"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|CT Corporation", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "opaque custom quotes that scale unpredictably with users/entities/modules"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|Discern", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Discern", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Great for compliance filings ... but less full-featured for entity lifecycle mgmt. and unpredictable if entities grow."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|Harbor", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Harbor", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Per-state/per-service (Discern/CT/CSC/Harbor)... less full-featured for entity lifecycle mgmt."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|xai-small|GEMS", "prompt": "c236-l4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Top for multinationals (AI, global governance), but pricing lacks transparency—risks escalations with user count."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|zai-small|Filejet", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best legal entity management software for a large company with thousands of users seeking predictable total costs is **Filejet**"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|zai-small|Diligent Entities", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Uses custom enterprise pricing that varies based on numerous factors ... with no standardized pricing"}, {"id": "mai-20260918-0023-calibration_b|c236-l4|zai-small|Athennian", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Uses per-user pricing ($29-$49 per active user per month), which becomes extremely expensive for thousands of users."}, {"id": "mai-20260918-0023-calibration_b|c236-l4|zai-small|Wolters Kluwer Legisway", "prompt": "c236-l4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Also uses custom enterprise pricing with no standardized tiers, making budget forecasting difficult"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|alibaba-small|Diligent / HighBond", "prompt": "c236-l5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent / HighBond", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Very heavy on the compliance/governance side; expensive but comprehensive."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|alibaba-small|EntityIQ", "prompt": "c236-l5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "EntityIQ", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Specialized LEM platform; often preferred by General Counsels for usability and registry management."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|alibaba-small|Onit", "prompt": "c236-l5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Onit", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Strong on AI-driven registry management and integration (part of One Trust ecosystem)."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|alibaba-small|Carta", "prompt": "c236-l5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Originally for cap tables, but now handles entity management well"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|deepseek-small|MinuteBox", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "some vendors hold all four, e.g., MinuteBox"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|deepseek-small|Athennian", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "the two strongest enterprise fits to evaluate head-to-head are: Diligent Entities ... Athennian — modern, automation-first platform"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|deepseek-small|Diligent Entities", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Diligent Entities — market-leading entity depth at global scale, strong audit trail and compliance logging"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|deepseek-small|Wolters Kluwer", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Others worth including on the bid list depending on your structure: CSC, EntityKeeper ..., and Wolters Kluwer."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|deepseek-small|CSC", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "CSC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Others worth including on the bid list depending on your structure: CSC"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|deepseek-small|EntityKeeper", "prompt": "c236-l5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "EntityKeeper (good for stable, under-100-entity structures)"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|google-small|Athennian", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Established platforms in this space (such as *Athennian*, *Computershare GEMS*, *CSC Entity Management*, and *Diligent Entities*) are highly stable."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|google-small|Computershare GEMS", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Established platforms in this space (such as *Athennian*, *Computershare GEMS*, *CSC Entity Management*, and *Diligent Entities*) are highly stable."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|google-small|CSC Entity Management", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Established platforms in this space (such as *Athennian*, *Computershare GEMS*, *CSC Entity Management*, and *Diligent Entities*) are highly stable."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|google-small|Diligent Entities", "prompt": "c236-l5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Established platforms in this space (such as *Athennian*, *Computershare GEMS*, *CSC Entity Management*, and *Diligent Entities*) are highly stable."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|meta-small|ContractZen", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "ContractZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "ContractZen - A comprehensive entity management solution that offers features like AI-driven insights, centralized data, and high cybersecurity."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|meta-small|EntityKeeper", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "EntityKeeper - A secure entity management and compliance software that offers centralized data management, granular permissions, and SOC 2 controls."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|meta-small|Filejet", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Filejet - An entity management software that automates entity reporting, registered agent services, and annual report filings"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|meta-small|Commenda", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commenda - A corporate governance software that offers a centralized entity registry, real-time compliance tracking"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|meta-small|MinuteBox", "prompt": "c236-l5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MinuteBox - A leading entity management platform that uses automated workflows and AI to simplify compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|mistral-small|Diligent Entities", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Consider platforms like **Diligent Entities**, **Conga Compliance Cloud**, **Workflow**, or **Integreon**."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|mistral-small|Conga Compliance Cloud", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Conga Compliance Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Consider platforms like **Diligent Entities**, **Conga Compliance Cloud**, **Workflow**, or **Integreon**."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|mistral-small|Workflow", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Workflow", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Consider platforms like **Diligent Entities**, **Conga Compliance Cloud**, **Workflow**, or **Integreon**."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|mistral-small|Integreon", "prompt": "c236-l5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Integreon", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider platforms like **Diligent Entities**, **Conga Compliance Cloud**, **Workflow**, or **Integreon**."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|CSC", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "full Fortune 500 governance suites (e.g., CSC, Computershare GEMS) may be over-engineered and expensive"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|Computershare GEMS", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "full Fortune 500 governance suites (e.g., CSC, Computershare GEMS) may be over-engineered and expensive"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|Athennian", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Shortlist 3 vendors** for POC: Recommend **Athennian**, **Diligent Entities**, and one wildcard"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|Diligent Entities", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Recommend **Athennian**, **Diligent Entities**, and one wildcard based on geography"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|EntityKeeper", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "EntityKeeper may work if your entity count is low (<100) and structure is simple, but verify their SSO and SCIM capabilities first."}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|DiliTrust", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "one wildcard based on geography (e.g., **DiliTrust** if EU-heavy"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|Filejet", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**Filejet** if cost-sensitive"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|Klea", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Filejet / Klea** | Modern mid-market alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|moonshot-small|MinuteBox", "prompt": "c236-l5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**MinuteBox** | Law firms + legal depts | Strong compliance monitoring, Canadian roots | Mid-market"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|xai-small|ContractZen", "prompt": "c236-l5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "ContractZen", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Top players in this space (based on recent comparisons) include tools like ContractZen (SOC 2, SSO highlighted)"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|xai-small|Klea", "prompt": "c236-l5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Klea (SSO/MFA)"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|xai-small|Teamed", "prompt": "c236-l5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Teamed", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "platforms from Teamed, CoverPin-listed options"}, {"id": "mai-20260918-0023-calibration_b|c236-l5|xai-small|CoverPin", "prompt": "c236-l5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "CoverPin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CoverPin-listed options (e.g., centralized entity data for large orgs)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|alibaba-small|Salesforce", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Salesforce", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "A common pitfall is trying to force a Sales/Marketing CRM (like Salesforce) to handle corporate secretarial data. While Salesforce has plugins for this, it is rarely native enough."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|alibaba-small|Microsoft PowerApps", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Microsoft PowerApps", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Some IT departments attempt to build internal entity management systems using platforms like Microsoft PowerApps, Airtable, or Notion to save money. ... Why to Avoid"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|alibaba-small|Airtable", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Airtable", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "platforms like Microsoft PowerApps, Airtable, or Notion to save money ... Maintenance Nightmares ... Security Risks"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|alibaba-small|Notion", "prompt": "c236-l6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Notion", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "platforms like Microsoft PowerApps, Airtable, or Notion to save money ... these platforms often lack the rigorous SOC2, ISO, and GDPR compliance certifications"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|anthropic-small|Excel spreadsheets", "prompt": "c236-l6", "model": "anthropic-small", "cat": "entity-management", "variant": "negative", "raw": "Excel spreadsheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Older systems like binders of minute book records or countless files of Excel spreadsheets are less effective than more intuitive entity management platforms."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|challenger-small|Diligent", "prompt": "c236-l6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "I can turn this into a **vendor-by-vendor caution list** from the tools in the results, such as Diligent, GEMS, EntityKeeper, Athennian, and others."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|challenger-small|GEMS", "prompt": "c236-l6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Diligent, GEMS, EntityKeeper, Athennian, and others."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|challenger-small|EntityKeeper", "prompt": "c236-l6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "such as Diligent, GEMS, EntityKeeper, Athennian, and others."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|challenger-small|Athennian", "prompt": "c236-l6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "such as Diligent, GEMS, EntityKeeper, Athennian, and others."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|Excel", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Avoid: Spreadsheets (Excel, Google Sheets) as the System of Record"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|Google Sheets", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Avoid: Spreadsheets (Excel, Google Sheets) as the System of Record"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|Diligent", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "I can help you evaluate specific vendors (e.g., Diligent, Wolters Kluwer, Athennian, GEMS/Computershare, Cyber\\u200b\\u200bGrind, Kuberno)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|Wolters Kluwer", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Wolters Kluwer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "evaluate specific vendors (e.g., Diligent, Wolters Kluwer, Athennian, GEMS/Computershare...)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|Athennian", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "evaluate specific vendors (e.g., Diligent, Wolters Kluwer, Athennian...)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|GEMS/Computershare", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "GEMS/Computershare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "GEMS/Computershare, Cyber\\u200b\\u200bGrind, Kuberno) against enterprise suitability"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|Cyber​​Grind", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Cyber​​Grind", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "GEMS/Computershare, Cyber\\u200b\\u200bGrind, Kuberno) against enterprise suitability"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|deepseek-small|Kuberno", "prompt": "c236-l6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Kuberno", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Cyber\\u200b\\u200bGrind, Kuberno) against enterprise suitability"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|Excel", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Why to avoid: Excel and SharePoint lack automated compliance calendars"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|SharePoint", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "SharePoint", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "relying on spreadsheets and shared drives for enterprise-level entity management is highly risky"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|Google Drive", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Google Drive", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Spreadsheet-Based and Basic Document Storage Solutions (Excel, SharePoint, Google Drive)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|Clerky", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Clerky", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "these platforms are entirely inadequate for the needs of a large enterprise"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|Gust Launch", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Gust Launch", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Why to avoid: While excellent for their intended audience, these platforms are entirely inadequate for the needs of a large enterprise."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|GEMS", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "legacy platforms like GEMS, hCue, EnGlobe... suffer from decades of bloated and non-intuitive interface design"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|hCue", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "hCue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "technically robust but suffer from decades of bloated and non-intuitive interface design"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|EnGlobe", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "EnGlobe", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Legacy Enterprise Platforms with Outdated, High-Friction UI/UX"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|Diligent Entities", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "early configurations of Diligent Entities) are technically robust but suffer from decades of bloated and non-intuitive interface design"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|Athennian", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "If you are evaluating modern, enterprise-ready software (such as Athennian, modernized Diligent Entities, MinuteBox, or CSC)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|MinuteBox", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "modern, enterprise-ready software (such as Athennian, modernized Diligent Entities, MinuteBox, or CSC)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|google-small|CSC", "prompt": "c236-l6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "CSC", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "modern, enterprise-ready software (such as Athennian, modernized Diligent Entities, MinuteBox, or CSC)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|meta-small|CSC Global", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "a large enterprise may want to be cautious about using CSC Global, Intertrust, and Computershare if they are not large-cap private equity or banking"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|meta-small|Intertrust", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Intertrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "may want to be cautious about using CSC Global, Intertrust, and Computershare"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|meta-small|Computershare", "prompt": "c236-l6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "may want to be cautious about using CSC Global, Intertrust, and Computershare"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|mistral-small|CSC Global", "prompt": "c236-l6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "While these are credible players, they are often designed with large-cap private equity or banking clients in mind. Their platforms can be overly complex and heavier than what most large enterprises actually need"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|mistral-small|Intertrust", "prompt": "c236-l6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "Intertrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Their platforms can be overly complex and heavier than what most large enterprises actually need, potentially leading to unnecessary overhead and cost."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|mistral-small|Computershare", "prompt": "c236-l6", "model": "mistral-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "They may not offer the flexibility or self-service capabilities required by modern, agile organizations."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|CSC Global", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Global", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Overly Heavy Traditional Enterprise Suites (e.g., CSC Global, Computershare, or Intertrust for non-PE/banking giants): ... too heavyweight, expensive, and slow"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Computershare", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too heavyweight, expensive, and slow for \"mere\" large enterprises"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Intertrust", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Intertrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Designed for ultra-large-cap private equity or banks—too heavyweight, expensive, and slow"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Sage Intacct", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Steep learning curve, missing features, access limits, and integration pains... Avoid as primary entity tool."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Diligent Entities", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Solid for governance but criticized for being part of broader GRC platforms—overkill... setup complexity high."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Wolters Kluwer Blueprint OneWorld", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Wolters Kluwer Blueprint OneWorld", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Solid for governance but criticized for being part of broader GRC platforms—overkill"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Informatica", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Informatica", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "High complexity, long onboarding, costly for pure ER (better in full MDM)."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|IBM Watson (InfoSphere)", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "IBM Watson (InfoSphere)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Lower match accuracy vs. specialists (5-12% fewer in benchmarks), steep setup."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Tamr", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Tamr", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Relies on analyst loops for stewardship; scales but ops effort grows with sources."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|CSC Entity Manager", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Manager", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 10, "ev": "CSC Entity Manager (0/5 in sparse G2 reviews—ease praised but no depth); avoid unproven platforms"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Athennian", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "Prioritize Leaders like Athennian (cloud-native, law firm/enterprise sweet spot)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Commenda", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 12, "ev": "Commenda (AI-native global)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Senzing", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Senzing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 13, "ev": "Senzing/Precisely (ER-focused scalability)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|xai-small|Precisely", "prompt": "c236-l6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Precisely", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Senzing/Precisely (ER-focused scalability)"}, {"id": "mai-20260918-0023-calibration_b|c236-l6|zai-small|Athennian", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Cautionary note: While widely used and generally well‑rated, if your enterprise requires highly customizable business logic and advanced reporting, you should evaluate whether Athennian's constraints meet those needs."}, {"id": "mai-20260918-0023-calibration_b|c236-l6|zai-small|EntityKeeper", "prompt": "c236-l6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "EntityKeeper may not scale to your requirements."}, {"id": "mai-20260918-0023-calibration_b|c236-m1|alibaba-small|SAP GRC", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "SAP GRC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "You likely don't need the massive, custom implementation of enterprise suites (like SAP GRC)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|alibaba-small|SmartDataLink", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "SmartDataLink", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For a standard mid-market B2B setup, start a trial with **SmartDataLink**. It generally offers the highest ROI"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|alibaba-small|Diligent Boards (formerly HighQ)", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Boards (formerly HighQ)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Companies with Active Boards / Pre-IPO"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|alibaba-small|OneTrust", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "OneTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Regulatory Compliance & Privacy (GDPR/CCPA)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|alibaba-small|Trullion", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Trullion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for Data Accuracy & Maintenance"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|alibaba-small|Intrasis", "prompt": "c236-m1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Intrasis", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for International/Multi-National Operations"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|anthropic-small|Commenda", "prompt": "c236-m1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "This is best for mid-market companies with 5–30 entities across 8+ countries"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|anthropic-small|Athennian", "prompt": "c236-m1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "identified as the fastest-growing vendor in the North American mid-market"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|anthropic-small|Diligent Entities", "prompt": "c236-m1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "the leading legal entity and subsidiary management platform"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|challenger-small|Commenda", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would pick **Commenda** for a mid-market B2B company"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|challenger-small|MinuteBox", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**MinuteBox**: best when you want an entity management platform with **automated workflows and AI**"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|challenger-small|GEMS", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**GEMS**: positioned as a strong overall entity software option"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|challenger-small|DocuSign CLM", "prompt": "c236-m1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "DocuSign CLM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more about **contract lifecycle management** than pure entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|deepseek-small|Athennian", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best balance of power, polish, and mid-market fit → **Athennian** — it's the strongest modern LEMS for in-house teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|deepseek-small|EntityKeeper", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best on price and simplicity → **EntityKeeper** — transparent pricing, unlimited users, and fast onboarding"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|deepseek-small|Diligent Entities", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you also need broader governance/GRC"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|deepseek-small|CSC / CT Corporation", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CSC / CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best if you want managed services"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|deepseek-small|Commenda", "prompt": "c236-m1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for international multi-entity + tax"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|Diligent Entities", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you likely do not need the heavy, highly complex, and expensive enterprise suites (like *Diligent Entities* or *Computershare GEMS*)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|Computershare GEMS", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you likely do not need the heavy, highly complex, and expensive enterprise suites (like *Diligent Entities* or *Computershare GEMS*)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|Athennian", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Athennian (Best Overall for Mid-Market)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|MinuteBox", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "MinuteBox (Best User Experience & Modular Ecosystem)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|Legisway by Wolters Kluwer", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Legisway by Wolters Kluwer", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for All-in-One Legal Operations"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|EntityKeeper", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EntityKeeper (Best Budget-Friendly & Straightforward Tool)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|Discern", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Discern or Filejet (Best for High-Volume, Hands-Free State Filings)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|google-small|Filejet", "prompt": "c236-m1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Discern or Filejet (Best for High-Volume, Hands-Free State Filings)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|meta-small|Ocorian", "prompt": "c236-m1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Ocorian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best legal entity management software for a mid-market B2B company is Ocorian"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|meta-small|GEMS", "prompt": "c236-m1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Other top options include GEMS, which is considered the best overall for most teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|minimax-small|EntityKeeper", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **EntityKeeper** (if budget is key and US-focused) or **Athennian**"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|minimax-small|Athennian", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "or **Athennian** (if you need modern cloud-native features and expect growth)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|minimax-small|Diligent Entities", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good if you need broader governance/risk management beyond just entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|minimax-small|Commenda", "prompt": "c236-m1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you have international operations or need tax/compliance automation, **Commenda** is worth evaluating."}, {"id": "mai-20260918-0023-calibration_b|c236-m1|mistral-small|Carta", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta and ContractZen are the top recommendations due to their robust features, strong user ratings"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|mistral-small|ContractZen", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Carta and ContractZen are the top recommendations"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|mistral-small|Encompass", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Encompass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Encompass and GEMS are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|mistral-small|GEMS", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Encompass and GEMS are excellent alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|mistral-small|Ledgy", "prompt": "c236-m1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best if your focus is on portfolio-level equity compliance and document trails"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|moonshot-small|Athennian", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** ⭐ Best Overall for Mid-Market"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|moonshot-small|FileJet", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "FileJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Consider FileJet** if compliance automation and multi-state filing are your top priorities"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|moonshot-small|EntityKeeper", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Start with EntityKeeper** if you have under 100 entities and want predictable costs"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|moonshot-small|Diligent Entities", "prompt": "c236-m1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "May be overkill/overpriced for pure mid-market needs"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|openai-small|Athennian", "prompt": "c236-m1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Athennian is the best default choice for most mid-market B2B companies"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|openai-small|Diligent Entities", "prompt": "c236-m1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Diligent Entities is also a strong fit, emphasizing AI-assisted entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|openai-small|CSC Entity Management", "prompt": "c236-m1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Pick CSC Entity Management if you prefer a software-plus-service model"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|openai-small|EntityKeeper", "prompt": "c236-m1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Pick EntityKeeper if your company is smaller on the legal ops side"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|xai-small|EntityKeeper", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Why EntityKeeper stands out for many mid-market B2B setups:** It's repeatedly called out as ideal for mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|xai-small|Diligent Entities", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Mid-market legal/compliance teams needing AI-powered single source of truth ... Lower ratings in some spots; enterprise lean"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|xai-small|Corporify", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Mid-market with corporate housekeeping needs | Entity management, minute books, workflows"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|xai-small|Athennian", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Start with EntityKeeper (free trial?) and Athennian via G2/Capterra."}, {"id": "mai-20260918-0023-calibration_b|c236-m1|xai-small|Commenda", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Global mid-market B2B (5–100 entities, 8+ countries) | Bundled tax/TP/compliance, ERP integration"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|xai-small|HSP GateWay Entities", "prompt": "c236-m1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "HSP GateWay Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Commenda** or **HSP GateWay Entities** | Global mid-market B2B"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|zai-small|Athennian", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** – Best Overall for In-House Legal Teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|zai-small|Diligent Entities", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** – Best for Governance-First Organizations"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|zai-small|Commenda", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Commenda** – Best for Global Multi‑Entity Compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|zai-small|FileJet", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "FileJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**FileJet** – Best ROI and Ease of Use"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|zai-small|Carta", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Carta** – Best if You Manage Entities with Cap Tables"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|zai-small|CSC", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Service-Led Providers (CSC, CT Corporation)"}, {"id": "mai-20260918-0023-calibration_b|c236-m1|zai-small|CT Corporation", "prompt": "c236-m1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Choose CSC or CT Corporation if: You prefer a service‑led model with integrated filing support."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|alibaba-small|Commenda", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Commenda is widely considered the best all-in-one solution for this scale."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|alibaba-small|Boardbookie", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Boardbookie", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Boardbookie is a strong contender for mid-market firms"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|alibaba-small|DocuSign", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "DocuSign", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "outgrow basic tools like DocuSign alone"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|alibaba-small|ContractZen", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "ContractZen is often recommended for SMBs and mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|alibaba-small|Lextree", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Lextree", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "look at **Commenda** or **Lextree**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|alibaba-small|Diligent Entities", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid overly complex enterprise platforms like **Diligent Entities** or **Athennian**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|alibaba-small|Athennian", "prompt": "c236-m2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid overly complex enterprise platforms like **Diligent Entities** or **Athennian**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|anthropic-small|Diligent Boards", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Diligent Boards** - strong for board management and governance"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|anthropic-small|Carta", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Carta** - excellent for equity and cap table management"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|anthropic-small|Vostra", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Vostra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Vostra** - focused on entity and governance management"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|anthropic-small|Athenneum", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athenneum", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Athenneum** - comprehensive board and governance platform"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|anthropic-small|Computershare", "prompt": "c236-m2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Computershare** - for shareholder and corporate actions"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|challenger-small|Govenda", "prompt": "c236-m2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Govenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I would recommend **Govenda** if your priority is a dedicated corporate governance and entity management tool with a strong mid-market fit."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|challenger-small|OnBoard", "prompt": "c236-m2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you want the most straightforward alternative, **OnBoard** is also a strong mid-sized option"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|challenger-small|LogicGate", "prompt": "c236-m2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "LogicGate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**LogicGate** is repeatedly positioned for **mid-market** organizations"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|challenger-small|AuditBoard", "prompt": "c236-m2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "AuditBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**AuditBoard** is aimed at mid-market to enterprise teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|deepseek-small|ContractZen", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**ContractZen** is arguably the best fit because it's purpose-built for the mid-market tier"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|deepseek-small|Diligent", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "typically run **$15,000–30,000+/year** and often start near $50,000 for full governance — overkill for most mid-sized B2B firms"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|deepseek-small|Nasdaq Boardvantage", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "enterprise platforms (Diligent, Nasdaq Boardvantage) that are aimed at large public companies"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|deepseek-small|Athennian", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "If you're mainly managing legal entities (subsidiaries, ownership, filings) → **Athennian** is excellent."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|deepseek-small|OnBoard", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Balanced affordability and ease of use; good for companies that want a quick win"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|deepseek-small|DiliTrust", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Mid-to-large enterprises | Solid governance + legal ops platform, strong security"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|deepseek-small|BoardEffect", "prompt": "c236-m2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**OnBoard** or BoardEffect offer quick adoption"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|Diligent Entities", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "you do not need the heavy, complex, and highly expensive enterprise suites (like Diligent Entities or Computershare GEMS)"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|Computershare GEMS", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "you do not need the heavy, complex, and highly expensive enterprise suites (like Diligent Entities or Computershare GEMS)"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|Filejet", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "### 1. Filejet ... choose **Filejet** or **Discern**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|Athennian", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "needs to automate documents and map out complex equity structures, choose **Athennian**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|EntityKeeper", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "If you want a simple, budget-conscious repository ... choose **EntityKeeper**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|Discern", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "choose **Filejet** or **Discern**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|CT Corporation", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "built to replace legacy providers (like CT Corporation or CSC)"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|google-small|CSC", "prompt": "c236-m2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "built to replace legacy providers (like CT Corporation or CSC)"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|meta-small|ContractZen", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. ContractZen - a user-friendly and secure governance software that offers advanced contract management, paperless board meeting management, entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|meta-small|Athennian", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an AI-powered platform for legal, tax, and finance teams operating complex structures"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|meta-small|CSC Entity Management", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a digital platform designed to centralize and streamline the tracking, reporting, and governance of corporate entities"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|meta-small|EnGlobe Software System", "prompt": "c236-m2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EnGlobe Software System", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "a substantive, unified, and truly global solution for enterprise-wide subsidiary governance"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|minimax-small|Diligent", "prompt": "c236-m2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **Diligent** or **ContractZen**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|minimax-small|ContractZen", "prompt": "c236-m2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **Diligent** or **ContractZen**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|minimax-small|CSC Entity Management", "prompt": "c236-m2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Enterprise-grade capabilities with strong audit trails and compliance workflows"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|minimax-small|DiliTrust", "prompt": "c236-m2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Strong legal operations and governance platform built for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|mistral-small|Diligent Boards & Entities", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Boards & Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Strong for governance, compliance, and entity management, especially for companies with complex structures."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|mistral-small|ComplyAdvantage", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ComplyAdvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Good for compliance and risk management, with entity management features."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|mistral-small|Workiva", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Workiva", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Excellent for ESG reporting and compliance, integrates well with other financial systems."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|mistral-small|Zoho Creator", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Zoho Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Customizable, cost-effective, and good for mid-sized companies wanting to build their own governance workflows."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|mistral-small|Carta", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Popular for cap table and equity management, but also offers entity management and compliance tools."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|mistral-small|Athena Intelligence", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athena Intelligence", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Focuses on compliance automation and entity management, often used by mid-market companies."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|mistral-small|Ontra", "prompt": "c236-m2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Ontra", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "AI-driven contract and governance automation, good for companies with high transaction volumes."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|moonshot-small|EntityKeeper", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Start with EntityKeeper** if you have a relatively stable entity structure and want the best value with transparent pricing."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|moonshot-small|Athennian", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Athennian** if you're growing rapidly, doing frequent entity changes"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|moonshot-small|ContractZen", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider ContractZen** if you also need contract management and board meeting tools bundled together."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|moonshot-small|Diligent Entities", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "| **Diligent Entities** | Enterprise-grade needs | Custom/High | Unlimited |"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|moonshot-small|Boardable/BoardEffect", "prompt": "c236-m2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Boardable/BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "| **Boardable/BoardEffect** | Board-focused governance | Affordable | N/A |"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|openai-small|Athennian", "prompt": "c236-m2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd generally recommend **Athennian** if your main need is **entity management + corporate governance in one place**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|openai-small|Diligent Entities", "prompt": "c236-m2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** is another strong option"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|openai-small|Commenda", "prompt": "c236-m2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Commenda** if you have meaningful **cross-border / finance-led entity and tax complexity**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|xai-small|Athennian", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend Athennian as a top corporate governance and entity management tool."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|xai-small|ContractZen", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "All-in-one (entity mgmt + board portal, contracts, VDRs) ... less entity depth."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|xai-small|Diligent Entities", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "More robust for global scale but pricier/heavier."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|xai-small|EntityKeeper", "prompt": "c236-m2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Budget-friendly basics (org charts, tracking) ... Simpler, lower cost for lighter needs."}, {"id": "mai-20260918-0023-calibration_b|c236-m2|zai-small|DiliTrust Governance Suite", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best single‑platform choice is **DiliTrust Governance Suite**"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|zai-small|Diligent Entities", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** ... are strong alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|zai-small|Athennian", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Governance‑ops platform with AI‑powered workflows, single source of truth for complex global structures"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|zai-small|Govenda", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Govenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Govenda** (board‑centric) or **Diligent Entities** (board + entity) are strong alternatives"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|zai-small|Wolters Kluwer Legisway", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Wolters Kluwer Legisway", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Deep legal‑entity management with shareholder registers... strong for regulated industries"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|zai-small|Corporify", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Mid‑market entity lifecycle hub with hierarchy, records, and governance workflows; easy to use and cost‑effective"}, {"id": "mai-20260918-0023-calibration_b|c236-m2|zai-small|Fides Technology", "prompt": "c236-m2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Fides Technology", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Cloud‑based governance & entity management with board‑portal integration"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Athennian", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose Athennian or Diligent if you are a large corporation or legal department dealing with hundreds of entities"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Diligent Entities (formerly Diligent Boardvantage)", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities (formerly Diligent Boardvantage)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Choose Athennian or Diligent if you are a large corporation or legal department"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Computershare GEMS", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best For: Global enterprises with complex international structures."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|CSC (Corporation Service Company) Entity Manager", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC (Corporation Service Company) Entity Manager", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for companies that want \"one-stop-shop\" simplicity"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Coverpin", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Coverpin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose Coverpin or Discern if you are in Private Equity, Venture Capital, or Real Estate"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Discern", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Discern", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Coverpin or Discern if you are in Private Equity"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Ledgy", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Choose Carta or Ledgy if your primary challenge is managing employee equity"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|LegalX", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose LegalX or Corporify if you are a startup or small business with under 50 entities"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Corporify", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "Choose LegalX or Corporify if you are a startup or small business"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|alibaba-small|Carta", "prompt": "c236-m3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Choose Carta or Ledgy if your primary challenge is managing employee equity and stock options"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|anthropic-small|Diliforce", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Diliforce", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "The leading solutions in 2026 are Diliforce, Diligent Entities, Athennian, and DiliTrust"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|anthropic-small|Diligent Entities", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Diligent Entities is an AI-powered legal entity management software platform"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|anthropic-small|Athennian", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Athennian brings a modern interface and smart compliance calendars"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|anthropic-small|DiliTrust", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "The leading solutions in 2026 are Diliforce, Diligent Entities, Athennian, and DiliTrust"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|anthropic-small|MinuteBox", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "MinuteBox targets compliance-heavy organizations needing high-volume entity filings"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|anthropic-small|KLEA", "prompt": "c236-m3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "KLEA", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "KLEA leverages AI for deep document parsing, multi-jurisdiction compliance, and workflow automation"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|Commenda", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "AI-native platform focused on incorporating, managing entities, and compliance in **70+ countries** in one place."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|Athennian", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Strong on **governance automation**, corporate records, minute books, and AI-assisted workflows."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|Diligent Entities", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Best when entity data must live inside a broader **board, risk, and governance** platform."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|CSC Entity Management / CSC Global", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management / CSC Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Strong choice for **managed services** and entity support across **140+ jurisdictions**."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|CT Corporation", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Best for **registered agent** services and multi-state compliance in the US."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|EntityKeeper", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Usually positioned as **more affordable**, with entity tracking and real-time org charts."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|Corporify", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Emphasizes **traceable corporate secretariat workflows** and supporting-document linkage."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|Computershare GEMS", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Suits teams needing **defensible governance workflows** and jurisdiction-ready deadline visibility."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|Legisway", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Broader legal ops suite with entity management as part of a wider **legal management** platform."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|challenger-small|MinuteBox", "prompt": "c236-m3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Often selected for **document-heavy entity records** and governance workflows."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Diligent Entities", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Global multinationals / enterprise GRC | AI insights, org charts, deep enterprise governance"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Athennian", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Law firms & in-house legal teams | Cloud-native, automated minute books, cap tables, real-time entity org charts, modern interface, strong support"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|DiliTrust Governance Suite", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Boards & governance teams | User-friendly, centralized meeting agendas/documents"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Computershare GEMS", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Large enterprises | Traceable entity records, jurisdiction-aware deadlines"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|CSC / CT Corporation", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC / CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pairs platform with registered-agent and compliance filing services"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Carta / Clerky / Firstbase", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta / Clerky / Firstbase", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Startups & private companies | Manage entities alongside cap table / formation; lower cost, SMB-focused"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|EntityKeeper / Corpify / Legisway", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper / Corpify / Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise/legal ops | Centralized records, ownership mapping, maintenance output"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Harbor Compliance", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Harbor Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "pure software vs. bundled registered-agent services (CSC, CT Corp, Harbor Compliance)"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Informatica MDM", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica MDM", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "MDM platforms (create the trusted golden record): Informatica MDM"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|SAP Master Data Governance", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "SAP Master Data Governance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "MDM (Informatica, Reltio, SAP MDG) plus governance"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Reltio", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Reltio", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 11, "ev": "MDM (Informatica, Reltio, SAP MDG)"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Stibo Systems", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Stibo Systems", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Informatica MDM, SAP Master Data Governance, Reltio, Stibo Systems, Profisee"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Profisee", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Profisee", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Reltio, Stibo Systems, Profisee"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Collibra Data Intelligence Cloud", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Collibra Data Intelligence Cloud", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 14, "ev": "Collibra is *not* an MDM engine—it defines policy while MDM enforces it on records; large regulated orgs often need both"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Microsoft Purview", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Microsoft Purview", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 15, "ev": "plus governance (Collibra, Purview)"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Informatica CDGC", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Informatica CDGC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "Collibra Data Intelligence Cloud, Microsoft Purview, Informatica CDGC"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Senzing", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Senzing", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 17, "ev": "Senzing (API-first, real-time)"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Precisely", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Precisely", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 18, "ev": "**Precisely**, **Tamr**"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Tamr", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Tamr", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 19, "ev": "**Tamr**, **Quantexa** (risk/fraud)"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Quantexa", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Quantexa", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 20, "ev": "Risk/fraud matching in real time? → Senzing, Quantexa, AWS Entity Resolution"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|AWS Entity Resolution", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "AWS Entity Resolution", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 21, "ev": "→ Senzing, Quantexa, AWS Entity Resolution"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|deepseek-small|Splink/Zingg", "prompt": "c236-m3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Splink/Zingg", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 22, "ev": "plus open-source **Splink/Zingg**"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|Diligent Entities (formerly Blueprint)", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities (formerly Blueprint)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "Choose **Diligent or GEMS** if you are a massive global enterprise that needs to connect entity data to a wider risk management, audit, or ESG framework."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|Computershare GEMS (Global Entity Management System)", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS (Global Entity Management System)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the software itself is built on legacy infrastructure and is often cited as having a steep learning curve compared to modern SaaS"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|CSC Entity Management (by Corporation Service Company)", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management (by Corporation Service Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CSC or hCue** if you already use them as your registered agent and want a highly stable, service-backed database."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|hCue (by Wolters Kluwer / CT Corporation)", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "hCue (by Wolters Kluwer / CT Corporation)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "it features a more traditional corporate interface and carries premium enterprise pricing"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|Athennian", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "A leading, modern \"governance operations\" platform... stands out for its usability, structured data, and visual appeal"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|MinuteBox", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Choose **Athennian or MinuteBox** if you want beautiful interfaces, interactive org charts, digital minute books, and modern AI automation"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|EntityKeeper", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "praised as a highly user-friendly, cost-effective alternative to heavy enterprise suites"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|Harbor Compliance", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Choose **Harbor Compliance or Filejet** if you are a growing business that simply wants to automate state filings"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|google-small|Filejet", "prompt": "c236-m3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "An automated entity formation and annual report filing tool."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|meta-small|Carta", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Carta is considered the best overall tool"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|meta-small|Pulley", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "while Pulley is the highest rated"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|meta-small|DiliTrust", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "DiliTrust is a community favorite"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|meta-small|Corporify", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Corporify is a solid pick"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|meta-small|Tealbook", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Tealbook", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some of the top tools include Carta, Pulley, DiliTrust, Corporify, Tealbook, and Tailor Brands."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|meta-small|Tailor Brands", "prompt": "c236-m3", "model": "meta-small", "cat": "entity-management", "variant": "comparative", "raw": "Tailor Brands", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Some of the top tools include Carta, Pulley, DiliTrust, Corporify, Tealbook, and Tailor Brands."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|LegalX", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**LegalX** | Legal ops teams needing compliance tracking | AI-assisted entity management with traceable documents"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|Diligent Entities", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Diligent Entities** | Large multinational enterprises | Enterprise governance, GRC integration"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|CSC Entity Management", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Global companies with registered agent needs | Software + global registered-agent services"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|CT Corporation", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**CT Corporation** | US-focused compliance & filings | Largest US registered-agent network"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|Carta", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Carta** | Startups & private companies | Cap table management + entity oversight"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|Athennian", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Athennian** | Law firms & in-house legal | AI-powered, cloud-native governance"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|GEMS", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**GEMS** | Legal ops needing jurisdiction-ready workflows | Entity records with deadline visibility"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|EntityKeeper", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**SMB-focused**: LegalX, EntityKeeper, Legalboards, Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|Legalboards", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Legalboards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**SMB-focused**: LegalX, EntityKeeper, Legalboards, Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|Ledgy", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "**SMB-focused**: LegalX, EntityKeeper, Legalboards, Ledgy"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|minimax-small|Commenda", "prompt": "c236-m3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "**International expansion**: Commenda (70+ countries)"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|Athennian", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** – Cloud-native platform for legal, tax, and finance teams... Strong AI-powered reporting and integrations."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|MinuteBox", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Modular governance platform with entity management, board portal, legal data room, registry services, and AI."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|Diligent Entities", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Strong for global corporations and professional services."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|DiliTrust Governance Suite", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Comprehensive suite for governance, risk, and compliance, including entity management."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|Legisway", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Legisway", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "European-focused entity management solution with strong compliance and document management features."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|EntityKeeper", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Designed for smaller organizations (under 100 entities) with a stable structure."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|Computershare GEMS", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Enterprise-grade system for large multinationals"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|CSC Entity Management", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Pairs software with registered-agent and managed-compliance services worldwide."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|LegalX", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Best for legal ops teams needing traceable entity-level compliance tracking across hierarchies."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|mistral-small|CT Corporation Entity Management", "prompt": "c236-m3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Works well for compliance and corporate secretarial teams managing ongoing filings"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|Athennian", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Choose Athennian** if you want a modern, AI-powered platform with strong automation for law firms/corporate legal teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|Diligent Entities", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Diligent Entities** if you're a large enterprise needing integrated governance, risk, and compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|Computershare GEMS (Global Entity Management System)", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS (Global Entity Management System)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Best for:** Large multinationals"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|CSC Entity Management", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Choose CSC or CT Corporation** if you want combined software + registered agent services"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|CT Corporation (hCue)", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation (hCue)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Choose CSC or CT Corporation** if you want combined software + registered agent services"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|EntityKeeper", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Choose EntityKeeper or similar** if you're a smaller business with simpler needs and budget constraints"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|MinuteBox", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Best for:** Law firms and legal teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|Filejet", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Key strengths:** Workflow automation for entity lifecycle management"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|moonshot-small|Cogency Global", "prompt": "c236-m3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Cogency Global", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "CSC, CT Corporation, Cogency Global"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|openai-small|Athennian", "prompt": "c236-m3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Choose **Athennian** if you want a more modern, collaborative platform with strong automation."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|openai-small|Diligent Entities", "prompt": "c236-m3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Diligent** if governance, board reporting, and enterprise oversight are your main priorities."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|openai-small|CSC Entity Management", "prompt": "c236-m3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Choose **CSC** if you value established compliance expertise and a service-heavy approach."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|openai-small|Corptax Entity Management", "prompt": "c236-m3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corptax Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "CSC also has a tax-focused variant, Corptax Entity Management, for tax-sensitized entity data."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Athennian", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Cloud-native leader for law firms and in-house legal teams."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Diligent Entities", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Enterprise governance standard for large multinationals."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|CSC Entity Management", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "CSC for global compliance outsourcing"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|CT Corporation (Wolters Kluwer)", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation (Wolters Kluwer)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "US-focused compliance and formation."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|EntityKeeper", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Affordable option for SMBs and mid-sized businesses."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Computershare GEMS", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Scalable for complex multinational structures."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Filejet", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Strong in automated multi-jurisdictional filings."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Carta", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Ideal for startups, integrates with cap tables and equity management."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|MinuteBox", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Governance-focused suites."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|DiliTrust", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "Governance-focused suites."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Discern", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Discern", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 11, "ev": "Niche for PE, real estate, or visual mapping."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Coverpin", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Coverpin", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 12, "ev": "Niche for PE, real estate, or visual mapping."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Corporify", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 13, "ev": "Niche for PE, real estate, or visual mapping."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|LegalX", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 14, "ev": "appear in some top lists but less consistently"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Pulley", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 15, "ev": "appear in some top lists but less consistently"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Ledgy", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Ledgy", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 16, "ev": "appear in some top lists but less consistently"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|xai-small|Commenda", "prompt": "c236-m3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 17, "ev": "appear in some top lists but less consistently"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|Athennian", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** stands out for law firms and legal teams with AI‑powered governance automation."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|DiliTrust Governance Suite", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust Governance Suite", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**DiliTrust** and **Diligent Entities** are enterprise‑grade, GRC‑integrated platforms with strong global compliance features."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|Diligent Entities", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "enterprise‑grade, GRC‑integrated platforms with strong global compliance features"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|Carta", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Carta** and **Pulley** dominate for startups and equity‑driven portfolios."}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|Pulley", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Pulley for equity‑focused, highest rated SMB experience"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|LegalX", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "solid choices for SMBs and compliance‑focused teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|CT Corporation Entity Management", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "CT Corporation Entity Management or DiliTrust (deadline visibility, document evidence, hierarchy views)"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|Commenda", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Commenda and CSC Global excel for international, multi‑jurisdictional setups"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|CSC Global", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Global", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 9, "ev": "“Gold standard for global compliance” in analyst evaluations"}, {"id": "mai-20260918-0023-calibration_b|c236-m3|zai-small|EntityKeeper", "prompt": "c236-m3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 10, "ev": "G2: 4.8/5 – “Solid SMB pick”"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|Gust Launch", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Gust Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**For a Startup:** Use **Gust Launch** or **Stripe Atlas** (if forming via Stripe) for the initial setup, then move to **MinuteBox** for ongoing management."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|SeedLegels / Carta Lite", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "SeedLegels / Carta Lite", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "SeedLegals is often free for early-stage fundraising; Carta has tiered pricing based on employee count."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|MinuteBox", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**For an Established Small Business:** Use **MinuteBox** for its predictable, low monthly cost."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|CoverPin", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "CoverPin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**For Tightest Budget:** Use **CoverPin** (pay-as-you-go)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|Spreadsheet Templates (Excel/Google Sheets)", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Spreadsheet Templates (Excel/Google Sheets)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best For:** Single-entity LLCs or very small teams. **Cost:** Free."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|LawDepot", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "LawDepot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Tools like [LawDepot](https://www.lawdepot.com/) also offer cheap ($30–$50) document generators."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|Notion", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "**For Tightest Budget:** Use **CoverPin** (pay-as-you-go) or **Notion** (free DIY)."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|Stripe Atlas", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Stripe Atlas", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Use **Gust Launch** or **Stripe Atlas** (if forming via Stripe) for the initial setup"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|ZenBusiness", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "ZenBusiness", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "unless you use a provider like ZenBusiness or Incorp that bundles both"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|alibaba-small|Incorp", "prompt": "c236-m4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Incorp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "unless you use a provider like ZenBusiness or Incorp that bundles both"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|anthropic-small|Diliforce", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diliforce offers an affordable and secure AI-powered governance platform that saves time and reduces manual work for small or growing companies"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|anthropic-small|Klea", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Klea", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Klea is an AI-powered SaaS solution that makes legal entity management simple, smart, and scalable"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|anthropic-small|Athennian", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Pricing is $25,000/year for Essentials (100 entities included)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|anthropic-small|Lextree", "prompt": "c236-m4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lextree from Berkman Solutions helps manage legal entities, contracts, compliance, and risk with unlimited users, unlimited entities"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|challenger-small|EntityKeeper", "prompt": "c236-m4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** is the strongest fit among the results because it is explicitly described as **affordable**"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|challenger-small|CSC Entity Management", "prompt": "c236-m4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "better if you need a more robust corporate/compliance platform, but the results do not identify it as the lowest-cost option"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|challenger-small|Commenda", "prompt": "c236-m4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "better for companies with international complexity, but ... aimed more at startups/scaleups and mid-market firms than budget-first buyers"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|Filejet", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Filejet** — Best Overall for Tight Budgets"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|MinuteBox", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Start with **Filejet** ... or **MinuteBox** if you just need software at around $10/user/month"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|EntityKeeper", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "this is pricier than the first two, so only worth it if you manage many entities"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|Discern", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Discern", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Discern** offers a self-reported model with transparent pricing"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|Harbor Compliance", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Harbor Compliance", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "service-led** providers that pair software with registered-agent and filing services"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|CSC", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Harbor Compliance / CSC / CT Corporation** are **service-led** providers"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|CT Corporation", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "Harbor Compliance / CSC / CT Corporation** are **service-led** providers"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|Athennian", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Many top tools (Athennian, Diligent Entities) start around **$15,000–$50,000/year**, which is overkill"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|deepseek-small|Diligent Entities", "prompt": "c236-m4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "start around **$15,000–$50,000/year**, which is overkill for a budget-constrained company"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|Diligent", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "the biggest hurdle is avoiding enterprise-grade legacy systems (like Diligent, CSC, or CT Corporation's hCue)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|CSC", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "the biggest hurdle is avoiding enterprise-grade legacy systems (like Diligent, CSC, or CT Corporation's hCue)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|CT Corporation's hCue", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "CT Corporation's hCue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "avoiding enterprise-grade legacy systems (like Diligent, CSC, or CT Corporation's hCue)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|Lextree (by Berkman Solutions)", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree (by Berkman Solutions)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "the $100/month Professional plan is arguably the best-value deal on the market"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|ContractZen (Diliforce)", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "ContractZen (Diliforce)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Choose ContractZen if you need board portal tools and contract management bundled together"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|Coverpin", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Coverpin", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Choose Coverpin if you want automated state filings on a low-cost, pay-as-you-go model."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|EntityKeeper", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "EntityKeeper is geared toward SMBs that want visual clarity without paying for features they won't use"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|Airtable", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "use a structured relational database tool like Airtable or Notion"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|google-small|Notion", "prompt": "c236-m4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "use a structured relational database tool like Airtable or Notion"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|meta-small|Otonomos", "prompt": "c236-m4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Otonomos", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Otonomos - a platform that helps builders and investors in crypto and tech form and maintain legal entities in major jurisdictions worldwide."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|meta-small|LegalX", "prompt": "c236-m4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "LegalX - a strong fit for legal ops teams that need entity-level compliance tracking"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|meta-small|Athenian", "prompt": "c236-m4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "Athenian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Athenian - offers structured data and exportable records, along with real-time filing updates."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|minimax-small|EntityKeeper", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd suggest starting with **EntityKeeper** or **Commenda** - both are specifically designed for smaller businesses"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|minimax-small|Commenda", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd suggest starting with **EntityKeeper** or **Commenda**"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|minimax-small|Diliforce", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If automation is a priority, **Diliforce** provides good value for growing organizations."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|minimax-small|Filejet", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Best for**: Automated entity reporting and compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|minimax-small|Diligent", "prompt": "c236-m4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "More affordable than enterprise solutions like Diligent (which can start at $10,000+/year)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|mistral-small|LegalX", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the tightest budgets, **LegalX's free plan** or **EntityKeeper** are the most cost-effective choices"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|mistral-small|EntityKeeper", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For the tightest budgets, **LegalX's free plan** or **EntityKeeper** are the most cost-effective choices"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|mistral-small|Otonomos", "prompt": "c236-m4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "Otonomos", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If you need international entity formation and maintenance, **Otonomos** is also worth considering."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|moonshot-small|LegalX", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For the most limited budgets, **start with LegalX at $9.50/user/month**"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|moonshot-small|EntityKeeper", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EntityKeeper's per-entity pricing** might be more economical than per-user models"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|moonshot-small|MinuteBox", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Good for:** Single users or small teams needing essential functionality"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|moonshot-small|Filejet", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Software-first platforms (like EntityKeeper, Filejet, MinuteBox) are generally more cost-effective"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|moonshot-small|CSC", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more cost-effective than service-led providers (CSC, CT Corporation) that bundle registered agent services"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|moonshot-small|CT Corporation", "prompt": "c236-m4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "more cost-effective than service-led providers (CSC, CT Corporation) that bundle registered agent services"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|openai-small|Filejet", "prompt": "c236-m4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If you're asking for the **single best value pick**, I'd say: **Filejet**."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|openai-small|Lextree", "prompt": "c236-m4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose Lextree** if you want a more traditional entity-management platform and are evaluating lower-cost alternatives."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|openai-small|Diligent Entities", "prompt": "c236-m4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Avoid enterprise-heavy suites** like Diligent Entities unless you have a larger budget"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|xai-small|EntityKeeper", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** stands out as one of the best legal entity management software options"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|xai-small|Tailor Brands", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Tailor Brands", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Tailor Brands | Free | Basic entity setup/formation; limited advanced management."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|xai-small|MinuteBox", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "MinuteBox | Free tier/demo | Meeting minutes and basic governance; good starter for very small teams."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|xai-small|Wrike (Entity Module)", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Wrike (Entity Module)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Work management with compliance tracking; not pure entity software."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|xai-small|Klea", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Klea: AI-powered SaaS for simple entity management; pricing in low range but demo-required."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|xai-small|Athennian", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise tools like Athennian ($25K+/year)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|xai-small|Diligent", "prompt": "c236-m4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "Avoid enterprise tools like ... Diligent (quote-based, $100+)"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|zai-small|Athennian", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise solutions like Athennian or Diligent Entities typically cost $25,000–$100,000+ per year, so they are not suitable for limited budgets."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|zai-small|Diligent Entities", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise solutions like Athennian or Diligent Entities typically cost $25,000–$100,000+ per year, so they are not suitable for limited budgets."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|zai-small|Corporify", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "If your priority is spending as little as possible per entity, **Corporify** is the standout choice."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|zai-small|MinuteBox", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**MinuteBox** is a highly rated platform that balances features with a reasonable price point."}, {"id": "mai-20260918-0023-calibration_b|c236-m4|zai-small|EntityKeeper", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EntityKeeper** offers a \"all-inclusive\" flat rate that is surprisingly affordable"}, {"id": "mai-20260918-0023-calibration_b|c236-m4|zai-small|Filejet", "prompt": "c236-m4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "a better deal than per-entity software like Filejet (which starts at $150/entity/year)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|Diligent Entities", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Diligent Entities** — strong governance + integrated board tools"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|CT Corporation", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**CT Corporation Entity Management** — good for corporate secretarial and compliance teams"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|Carta", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Carta** — strong equity and entity tracking for growing companies"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|Ironclad", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Ironclad", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "more appropriate than CLM tools (Ironclad, DocuSign CLM) — don't confuse contract lifecycle management with entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|DocuSign CLM", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "DocuSign CLM", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "more appropriate than CLM tools (Ironclad, DocuSign CLM) — don't confuse contract lifecycle management with entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|Corporify", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "mid-market options to compare"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|LegalX", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "LegalX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "mid-market options to compare"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|EntityKeeper", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "mid-market options to compare"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|deepseek-small|Legalboards", "prompt": "c236-m5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Legalboards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "mid-market options to compare"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|Athennian", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Modern Mid-Market/Agile Segment (Recommended starting point):** Platforms like **Athennian**, **MinuteBox**, **EntityKeeper**, or **Corporify**"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|MinuteBox", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Platforms like **Athennian**, **MinuteBox**, **EntityKeeper**, or **Corporify** are specifically built to be user-friendly"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|EntityKeeper", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Platforms like **Athennian**, **MinuteBox**, **EntityKeeper**, or **Corporify** ... scale elegantly for companies of your size"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|Corporify", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Platforms like **Athennian**, **MinuteBox**, **EntityKeeper**, or **Corporify** are specifically built to be user-friendly"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|Harbor Compliance", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Providers like **Harbor Compliance** or **CSC** offer a mix of software and managed filing services, which is highly useful if your legal team is lean"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|CSC (Corporation Service Company)", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "CSC (Corporation Service Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "offer a mix of software and managed filing services, which is highly useful if your legal team is lean and wants to outsource the physical filings"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|Diligent Entities", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "robust, but they are often over-engineered, carry premium price tags... these may be overkill"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|google-small|DiliTrust", "prompt": "c236-m5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "DiliTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "robust, but they are often over-engineered, carry premium price tags, and require extensive implementation cycles"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|Diligent Entities", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "**Diligent Entities** – Strong governance features, global reach"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|Athenthian", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Athenthian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Athenthian** – Cloud-based, strong for multi-entity structures"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|Carta", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Carta** – Excellent for cap table and equity management if relevant"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|CT Corporation", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "CT Corporation", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**CT Corporation** – Established provider with service-backed support"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|EntityKeeper", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**EntityKeeper** – User-friendly, good for mid-market"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|DocuSign CLM", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "DocuSign CLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Also consider broader CLM platforms** like DocuSign CLM"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|Icertis", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Icertis", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "like DocuSign CLM, Icertis, or Ironclad if you want to consolidate legal tech"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|minimax-small|Ironclad", "prompt": "c236-m5", "model": "minimax-small", "cat": "entity-management", "variant": "scale", "raw": "Ironclad", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "like DocuSign CLM, Icertis, or Ironclad if you want to consolidate legal tech"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|mistral-small|Diligent Entities", "prompt": "c236-m5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Based on market presence and reviews, these are worth evaluating: - **Diligent Entities** (formerly EntityKeeper)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|mistral-small|Conga Compliance Cloud", "prompt": "c236-m5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Conga Compliance Cloud", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Conga Compliance Cloud** (formerly Entity Management System)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|mistral-small|CSC Entity Management", "prompt": "c236-m5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**CSC Entity Management**"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|mistral-small|ComplyAdvantage", "prompt": "c236-m5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "ComplyAdvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**ComplyAdvantage** (for compliance-focused features)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|mistral-small|Intapp Walls", "prompt": "c236-m5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Intapp Walls", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Intapp Walls**"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|mistral-small|Mitratech Lawcus", "prompt": "c236-m5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Mitratech Lawcus", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Mitratech Lawcus**"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|mistral-small|Quicken for Legal Entities", "prompt": "c236-m5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Quicken for Legal Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Quicken for Legal Entities** (for smaller orgs, but worth comparing)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|moonshot-small|Athennian", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "you likely need a robust point solution (e.g., Athennian, EntityKeeper, Diligent Entities, or similar)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|moonshot-small|EntityKeeper", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you likely need a robust point solution (e.g., Athennian, EntityKeeper, Diligent Entities, or similar)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|moonshot-small|Diligent Entities", "prompt": "c236-m5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "you likely need a robust point solution (e.g., Athennian, EntityKeeper, Diligent Entities, or similar)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|xai-small|Athennian", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top picks for your scale: Athennian (strong org charts), Diligent (global compliance), Discern (US-focused automation)."}, {"id": "mai-20260918-0023-calibration_b|c236-m5|xai-small|Diligent Entities", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "Top picks for your scale: Athennian (strong org charts), Diligent (global compliance), Discern (US-focused automation)."}, {"id": "mai-20260918-0023-calibration_b|c236-m5|xai-small|Wolters Kluwer CDD", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Wolters Kluwer CDD", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If international-heavy, prioritize Wolters Kluwer or CSC."}, {"id": "mai-20260918-0023-calibration_b|c236-m5|xai-small|Corporify", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Prioritize vendors proven for similar-sized orgs, such as Athennian, Diligent Entities, Wolters Kluwer CDD, Corporify, Discern, or CSC GlobalSecurity."}, {"id": "mai-20260918-0023-calibration_b|c236-m5|xai-small|Discern", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Discern", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Top picks for your scale: Athennian (strong org charts), Diligent (global compliance), Discern (US-focused automation)."}, {"id": "mai-20260918-0023-calibration_b|c236-m5|xai-small|CSC GlobalSecurity", "prompt": "c236-m5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "CSC GlobalSecurity", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "If international-heavy, prioritize Wolters Kluwer or CSC."}, {"id": "mai-20260918-0023-calibration_b|c236-m5|zai-small|Athennian", "prompt": "c236-m5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Focus on software-first platforms (e.g., Athennian, Diligent Entities, FileJet, MinuteBox, EntityKeeper)"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|zai-small|Diligent Entities", "prompt": "c236-m5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "e.g., Athennian, Diligent Entities, FileJet, MinuteBox, EntityKeeper"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|zai-small|FileJet", "prompt": "c236-m5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "FileJet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "e.g., Athennian, Diligent Entities, FileJet, MinuteBox, EntityKeeper"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|zai-small|MinuteBox", "prompt": "c236-m5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "e.g., Athennian, Diligent Entities, FileJet, MinuteBox, EntityKeeper"}, {"id": "mai-20260918-0023-calibration_b|c236-m5|zai-small|EntityKeeper", "prompt": "c236-m5", "model": "zai-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "e.g., Athennian, Diligent Entities, FileJet, MinuteBox, EntityKeeper"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|alibaba-small|Computershare GEMS", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Often criticized for being too broad... It tends to have \"less entity depth\" than specialized competitors and requires a steep learning curve"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|alibaba-small|CSC (Corporation Service Company) Tooling", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "CSC (Corporation Service Company) Tooling", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "their standalone software is frequently noted for being **\"US-centric.\"** If you operate globally, this tool may lack the international statutory coverage"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|alibaba-small|ContractZen", "prompt": "c236-m6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "ContractZen", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "It often comes with enterprise-level pricing that might be prohibitive for smaller teams and lacks the \"self-serve\" agility"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Excel + Dropbox", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Excel + Dropbox", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Excel + Dropbox** or similar spreadsheet/file-share setups, which are described as fragile for entity management and prone to reconciliation issues."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|DocuWare", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "DocuWare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like DocuWare, NetDocuments, and Worldox when you need a true legal entity register; they are strongest for document workflows, not built-in entity modeling."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|NetDocuments", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "NetDocuments", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like DocuWare, NetDocuments, and Worldox when you need a true legal entity register"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Worldox", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Worldox", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "like DocuWare, NetDocuments, and Worldox when you need a true legal entity register"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Ironclad", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Ironclad", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "**Workflow tools** like Ironclad or Conga Contracts if you expect a dedicated entity registry, ownership tracking, or hierarchy management"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Conga Contracts", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Conga Contracts", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "like Ironclad or Conga Contracts if you expect a dedicated entity registry"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Onfido", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Onfido", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "**Identity/asset tools** like Onfido and Asset Panda, which do not replace corporate entity master-data governance."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Asset Panda", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Asset Panda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "like Onfido and Asset Panda, which do not replace corporate entity master-data governance"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|G-P", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "G-P", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "**EOR-first providers** like G-P and Atlas HXM if your goal is to manage your own entity; one source says they do not offer a client-owned entity path at all."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Atlas HXM", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Atlas HXM", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 10, "ev": "like G-P and Atlas HXM if your goal is to manage your own entity"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|TMF Group", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "TMF Group", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 11, "ev": "**Enterprise quote-only vendors** such as TMF Group, Vistra, Diligent, Athennian, and G-P if pricing transparency matters to you"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Vistra", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Vistra", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 12, "ev": "quote-only vendors** such as TMF Group, Vistra, Diligent, Athennian, and G-P if pricing transparency matters to you"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Diligent", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 13, "ev": "such as TMF Group, Vistra, Diligent, Athennian, and G-P if pricing transparency matters to you"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|Athennian", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 14, "ev": "such as TMF Group, Vistra, Diligent, Athennian, and G-P if pricing transparency matters to you"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|challenger-small|CSC", "prompt": "c236-m6", "model": "challenger-small", "cat": "entity-management", "variant": "negative", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 15, "ev": "keeping records only with a registered agent such as CSC, which can be defensible but increases dependency on one provider"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|CSC Entity Management", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "one of the lowest-rated options I found... \"the worst experience,\" citing unresponsive customer support... this is a red flag."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|Computershare GEMS (Global Entity Management System)", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Computershare GEMS (Global Entity Management System)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "\"kinda complex and not cost effective\"... this may not be worth it for smaller teams."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|Commenda", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Moderate Caution... user reviews flag several recurring issues"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|Diligent Entities", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "\"No option to undo certain actions such as deletion of documents\" — a meaningful risk"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|EntityKeeper", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Only 4.0/5 based on a single review, which is too little data to trust either way."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|Athennian", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "highest-rated and most-vetted options in my research tended to be Athennian (4.6–4.8)"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|FileJet", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "FileJet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highest-rated and most-vetted options... **FileJet**"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|deepseek-small|MinuteBox", "prompt": "c236-m6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "**MinuteBox** (best free option) — but even those have trade-offs"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|google-small|Diligent Entities", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Legacy Enterprise \"Monoliths\" (e.g., Diligent Entities, hCue, Secretariat) ... frequently cited as a major headache for mid-market and rapidly growing businesses."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|google-small|hCue", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "hCue", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Legacy Enterprise \"Monoliths\" (e.g., Diligent Entities, hCue, Secretariat)"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|google-small|Secretariat", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Secretariat", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Legacy Enterprise \"Monoliths\" (e.g., Diligent Entities, hCue, Secretariat)"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|google-small|CSC Entity Management", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Traditional Registered Agent Portals with \"Add-On\" Software (e.g., CSC Entity Management, CT Corporation) ... user reviews consistently highlight friction"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|google-small|CT Corporation", "prompt": "c236-m6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Why to be cautious: Billing Inconsistencies and Hidden Fees"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|meta-small|Diligent", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the best entity management software alternatives to Diligent include:"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|meta-small|Athenian", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Athenian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "alternatives to Diligent include: 1. Athenian"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|meta-small|Kuberno", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Kuberno", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "2. Kuberno"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|meta-small|Commenda", "prompt": "c236-m6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "3. Commenda"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|moonshot-small|CSC Entity Management", "prompt": "c236-m6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**CSC Entity Management** | Documented customer service and operational failures"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|moonshot-small|Athennian", "prompt": "c236-m6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Athennian** — Mixed Bag; Verify Fit Carefully"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|moonshot-small|Commenda", "prompt": "c236-m6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "**Commenda** — Technical and UX Issues"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|xai-small|CSC Entity Management", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Some users call it the \"worst experience\" and advise caution for small businesses."}, {"id": "mai-20260918-0023-calibration_b|c236-m6|xai-small|Commenda", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Other tools like Commenda have isolated reports of interface complexity, tax glitches, technical issues, and integration problems"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|xai-small|Athennian", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Prioritize tools with strong G2/Capterra ratings (e.g., Athennian 4.6/5, MinuteBox 5.0/5)"}, {"id": "mai-20260918-0023-calibration_b|c236-m6|xai-small|MinuteBox", "prompt": "c236-m6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Prioritize tools with strong G2/Capterra ratings (e.g., Athennian 4.6/5, MinuteBox 5.0/5)"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|alibaba-small|Pulley", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best Overall for Growing Startups & Tech-B2B: **Pulley** ... Pulley is the top recommendation"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|alibaba-small|LegalX", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for Corporate Governance & Compliance: **LegalX** ... LegalX is the strongest contender for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|alibaba-small|Carta", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "While it can be expensive as you grow... It is less user-friendly than Pulley for non-financial staff and transitions quickly to high-priced tiers"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|alibaba-small|CT Corporation", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Managed Services** | **CT Corporation** | If you want a human to file things for you, rather than just software."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|alibaba-small|Notion", "prompt": "c236-s1", "model": "alibaba-small", "cat": "entity-management", "variant": "direct", "raw": "Notion", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "even a customized Notion template combined with a paid registered agent service"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|anthropic-small|Diliforce", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diliforce offers an affordable and secure AI-powered governance platform ... For most small B2B companies, Diliforce or Athennian would be good starting points"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|anthropic-small|Athennian", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "For most small B2B companies, Diliforce or Athennian would be good starting points due to their focus on affordability and ease of use."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|anthropic-small|Lextree", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Lextree from Berkman Solutions helps manage legal entities, contracts, compliance, and risk"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|anthropic-small|Riveles", "prompt": "c236-s1", "model": "anthropic-small", "cat": "entity-management", "variant": "direct", "raw": "Riveles", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Riveles is a specialized platform tailored for startups, venture capital firms, and law firms"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|challenger-small|EntityKeeper", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the strongest fit in the results is **EntityKeeper** because it is explicitly described as suited for **small and mid-sized businesses**"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|challenger-small|CSC Entity Management", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "is the most established name, but it is framed more toward **enterprise** and secretarial teams than small companies"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|challenger-small|MinuteBox", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "good if you want automation and AI to simplify compliance workflows"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|challenger-small|Athennian", "prompt": "c236-s1", "model": "challenger-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "better if your company has more complex legal, tax, or finance governance needs"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|EntityKeeper", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Top pick for most small B2B companies: **EntityKeeper**"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|Carta", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Great if you're a young startup. It has a **free \"Launch\" tier**"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|Commenda", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you do **cross-border/international** operations."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|Athennian", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "priced for larger ops ($25,000+/yr); overkill for a small B2B company"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|Diligent", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Overkill for most small companies."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|CSC", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Enterprise-grade ... Overkill for most small companies."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|CT Corporation", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Enterprise-grade ... Overkill for most small companies."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|Xakia", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Xakia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "More niche alternatives worth a look if you want lighter-weight options."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|Legalboards", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Legalboards", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "More niche alternatives worth a look"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|deepseek-small|Corporify", "prompt": "c236-s1", "model": "deepseek-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "More niche alternatives worth a look"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|google-small|Diligent Entities", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "like Diligent Entities, CSC, or Athennian ... is typically too expensive, overly complex"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|google-small|CSC", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "too expensive, overly complex, and takes months to implement"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|google-small|Athennian", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "(which starts at $25,000/year for its entry package) is typically too expensive"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|google-small|EntityKeeper", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "EntityKeeper: Best for SMB Simplicity & Visual Org Charts"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|google-small|Lextree", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Lextree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Go with **EntityKeeper** (for visual simplicity) or **Lextree** (for structured data tracking)"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|google-small|Harbor Compliance", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Best for \"Outsourced\" Hand-off State Filings"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|google-small|ContractZen", "prompt": "c236-s1", "model": "google-small", "cat": "entity-management", "variant": "direct", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Best \"All-in-One\" for Funded Startups & Governance"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|meta-small|Diligent Entities", "prompt": "c236-s1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Some of the top-rated legal entity management software includes Diligent Entities, Athenian, and Corporation Service Company (CSC)."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|meta-small|Athenian", "prompt": "c236-s1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Athenian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "Some of the top-rated legal entity management software includes Diligent Entities, Athenian, and Corporation Service Company (CSC)."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|meta-small|Corporation Service Company (CSC)", "prompt": "c236-s1", "model": "meta-small", "cat": "entity-management", "variant": "direct", "raw": "Corporation Service Company (CSC)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Some of the top-rated legal entity management software includes Diligent Entities, Athenian, and Corporation Service Company (CSC)."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|minimax-small|LegalX", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **LegalX** or **EntityKeeper** as they specifically cater to SMBs with strong ratings"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|minimax-small|EntityKeeper", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **LegalX** or **EntityKeeper** as they specifically cater to SMBs with strong ratings"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|minimax-small|Athennian", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "or **Athennian** if you need more comprehensive features at a reasonable price point"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|minimax-small|Diligent Entities", "prompt": "c236-s1", "model": "minimax-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Diligent Entities** - **Focus:** AI-powered legal entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|mistral-small|Athennian", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Athennian** is frequently recommended as the best balance of functionality, ease of use, and cost"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|mistral-small|Diligent Entities", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "While more enterprise-focused, Diligent is known for its comprehensive compliance and governance tools"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|mistral-small|Commenda", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "a good fit if your company operates internationally or plans to expand globally"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|mistral-small|CSC (Corporation Service Company)", "prompt": "c236-s1", "model": "mistral-small", "cat": "entity-management", "variant": "direct", "raw": "CSC (Corporation Service Company)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "suitable for small businesses that need reliable compliance support"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|moonshot-small|Filejet", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Filejet** — Best Overall for Small Businesses ... **Start with Filejet** if you have multiple entities"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|moonshot-small|MinuteBox", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Choose MinuteBox** if you prioritize ease of use and have a smaller entity count"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|moonshot-small|Corporify", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Corporify** if you need corporate governance features and structured workflows"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|moonshot-small|Athennian", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Growing B2B companies with budget for a premium solution"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|moonshot-small|ContractZen", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Most Affordable ... Budget-friendly with entity management features"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|moonshot-small|Diligent Entities", "prompt": "c236-s1", "model": "moonshot-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "Avoid enterprise solutions like **Diligent Entities** ... they're overkill and overpriced for small B2B companies."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|openai-small|CSC Entity Management", "prompt": "c236-s1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Management", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for a small B2B company:** **CSC Entity Management**"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|openai-small|Diligent Entities", "prompt": "c236-s1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if you already use broader governance/compliance tooling:** **Diligent Entities**"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|openai-small|Traact", "prompt": "c236-s1", "model": "openai-small", "cat": "entity-management", "variant": "direct", "raw": "Traact", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best if you want a modern, flexible platform:** **Traact**"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|xai-small|EntityKeeper", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** (Strongest fit for most small/mid-sized B2B firms)"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|xai-small|Corporify", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Corporify** (Great alternative for governance-focused teams)"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|xai-small|CSC Entity Manager", "prompt": "c236-s1", "model": "xai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC Entity Manager", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "CSC Entity Manager (more enterprise, pricier); avoid if truly small."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|EntityKeeper", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best overall for most small B2Bs: EntityKeeper – affordable, feature-rich, and scales to ~100 entities"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|SMART SMB", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "SMART SMB", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for ultra-small teams: SMART SMB – very low cost for ≤5 entities and ≤5 users."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|Filejet", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for full automation: Filejet – handles filings across jurisdictions"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|Corporify", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Small corporate secretarial teams needing one organized entity register"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|Carta", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for equity-focused startups: Carta – if you need cap table integration"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|Diligent Entities", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Multinationals & large enterprises (overkill for small teams)"}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|CSC", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "Best for large-scale multinationals: Diligent Entities or CSC – but likely overkill for a small company."}, {"id": "mai-20260918-0023-calibration_b|c236-s1|zai-small|CT Corp", "prompt": "c236-s1", "model": "zai-small", "cat": "entity-management", "variant": "direct", "raw": "CT Corp", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Licensing vs. service-led providers (CSC, CT Corp)"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|Clerky", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Clerky", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Pick: ... start with **Clerky** (for entity maintenance/cap table)"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|Pulley", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Pulley** is a slightly more \"full-stack\" alternative that integrates with payroll (Rippling)"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|OnBoard", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Recommended Tool: OnBoard** ... Best For: Board meetings, decision-making trails, and digital minutes."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|PandaDoc", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "PandaDoc", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "start with **Clerky** ... and **PandaDoc** (to govern how you sign deals with your clients)"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|DocuSign Contract Hub", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "DocuSign Contract Hub", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Recommended Tool: PandaDoc or DocuSign Contract Hub**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|Vanta", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**Recommended Tool: Vanta or Secureframe** ... Best For: SOC 2, ISO 27001, and GDPR compliance automation."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|Secureframe", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Secureframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Recommended Tool: Vanta or Secureframe**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|Diligent", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Diligent** (formerly OnBoard)"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|Clari", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Clari", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Clari** (Revenue Ops)"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|alibaba-small|OneTrust", "prompt": "c236-s2", "model": "alibaba-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OneTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 10, "ev": "| **Data-Security Focus** | Vendor Risk Audit | **Vanta** | **OneTrust** |"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|anthropic-small|ContractZen", "prompt": "c236-s2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend starting with **ContractZen** or **Diliforce**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|anthropic-small|Diliforce", "prompt": "c236-s2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend starting with **ContractZen** or **Diliforce**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|anthropic-small|Athennian", "prompt": "c236-s2", "model": "anthropic-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Athennian is a cloud-based entity management solution that helps businesses manage corporate governance and compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|challenger-small|ContractZen", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ContractZen** if you want one tool that covers both **corporate governance** and **entity management**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|challenger-small|BoardPaq", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardPaq", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for board-focused governance only:** **BoardPaq** or **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|challenger-small|Boardable", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for board-focused governance only:** **BoardPaq** or **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|challenger-small|Sprinto", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Sprinto", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Best if you mainly need compliance automation rather than entity management:** **Sprinto** or **Vanta/Drata**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|challenger-small|Vanta", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Vanta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "compliance automation rather than entity management:** **Sprinto** or **Vanta/Drata**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|challenger-small|Drata", "prompt": "c236-s2", "model": "challenger-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Drata", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "compliance automation rather than entity management:** **Sprinto** or **Vanta/Drata**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|deepseek-small|ContractZen", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small businesses selling to other businesses, **ContractZen** is the strongest recommendation."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|deepseek-small|EntityKeeper", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best if your priority is purely a clean, governed **legal entity record**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|deepseek-small|OnBoard", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "OnBoard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good **budget-friendly** options if your main need is board meeting management"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|deepseek-small|Boardable", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Boardable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**OnBoard or Boardable** — Good **budget-friendly** options"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|deepseek-small|Athennian", "prompt": "c236-s2", "model": "deepseek-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "starting around **$25,000/year** ... so it's usually overkill for a small business"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|google-small|ContractZen (by Diliforce)", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen (by Diliforce)", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The Best All-In-One Recommendation: **ContractZen (by Diliforce)**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|google-small|Harbor Compliance", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for State Compliance & Multi-State Sales: **Harbor Compliance**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|google-small|EntityKeeper", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Straightforward Entity Tracking: **EntityKeeper**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|google-small|Diligent", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "provides a clean layout without the complexity of enterprise tools like Diligent"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|google-small|Athennian", "prompt": "c236-s2", "model": "google-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It has a higher annual entry price than ContractZen and is best suited for funded startups"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|meta-small|Corporify", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "1. Corporify"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|meta-small|CSC Entity Management", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "2. CSC Entity Management"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|meta-small|Filejet", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "3. Filejet"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|meta-small|EnGlobe", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EnGlobe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "4. EnGlobe"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|meta-small|Athennian", "prompt": "c236-s2", "model": "meta-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "5. Athennian"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|minimax-small|ContractZen", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd recommend **ContractZen** as the best corporate governance and entity management tool for a small B2B business"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|minimax-small|EntityKeeper", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**EntityKeeper** (~$50/month) - Simpler entity management focused"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|minimax-small|Athennian", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Athennian** - Good for legal entity tracking with compliance calendars"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|minimax-small|Diligent Entities", "prompt": "c236-s2", "model": "minimax-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "**Diligent Entities** - More enterprise-focused (higher price point)"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Carta", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Carta** – Great for cap table management and compliance, especially if you plan to raise funding."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Diligent Entities", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Diligent Entities** – Strong for compliance and governance"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Athena", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athena", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Athena** – User-friendly, good for smaller companies needing entity management and compliance tracking."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Harvard Business Services, Inc. (HBS)", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Harvard Business Services, Inc. (HBS)", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Offers entity management services bundled with incorporation."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|BoardEffect", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardEffect", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**BoardEffect** – Good for board meetings and governance if you have a board of directors."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Nasdaq Boardvantage", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Nasdaq Boardvantage", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Another solid board portal option."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Zoho Creator", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Zoho Creator", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Zoho Creator** – Customizable for smaller businesses needing workflow automation."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Firstbase", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Firstbase", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "Combines entity setup, compliance, and management for scaling businesses."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|mistral-small|Incfile", "prompt": "c236-s2", "model": "mistral-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Incfile", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "Offers entity management as part of their business services suite."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|moonshot-small|Filejet", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Top Recommendation: Filejet**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|moonshot-small|ContractZen", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Runner-Up: ContractZen**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|moonshot-small|EntityKeeper", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Mid-Growth Option: EntityKeeper**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|moonshot-small|Athennian", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What I'd steer you away from: **Athennian** (~$25,000/year) ... likely overkill and over-budget for a small business."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|moonshot-small|Diligent", "prompt": "c236-s2", "model": "moonshot-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "**Diligent** ($10,000+/year) are powerful but built for mid-market and enterprise. They're likely overkill and over-budget"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|openai-small|EntityKeeper", "prompt": "c236-s2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "I'd usually recommend **EntityKeeper** as the best starting point"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|openai-small|Diligent Entities", "prompt": "c236-s2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "then **Diligent Entities** is the stronger \"grow into it\" option"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|openai-small|Filejet", "prompt": "c236-s2", "model": "openai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Consider Filejet** if your priority is **automated filings and compliance operations**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|xai-small|ContractZen", "prompt": "c236-s2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "ContractZen", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For a small B2B business, I'd recommend ContractZen as a top corporate governance and entity management tool."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|xai-small|EntityKeeper", "prompt": "c236-s2", "model": "xai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Alternatives like EntityKeeper (4.8/5 ratings, ~$5K/year flat but fewer small-business-specific reviews) are solid for pure entity tracking/org charts"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|zai-small|Diligent", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Most enterprise tools (like Diligent or TeamMate) are designed for large corporations and can cost over $1,000/month."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|zai-small|TeamMate", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "TeamMate", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Most enterprise tools (like Diligent or TeamMate) are designed for large corporations and can cost over $1,000/month."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|zai-small|Boardable", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Boardable", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Best Overall for Small Business Governance: **Boardable**"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|zai-small|BoardBreeze", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "BoardBreeze", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Automated Meeting Minutes: **BoardBreeze** ... is highly recommended"}, {"id": "mai-20260918-0023-calibration_b|c236-s2|zai-small|Otter.ai", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "Otter.ai", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Unlike generic AI tools (like Otter.ai) that just transcribe audio, BoardBreeze is built for corporate governance."}, {"id": "mai-20260918-0023-calibration_b|c236-s2|zai-small|MinuteBox", "prompt": "c236-s2", "model": "zai-small", "cat": "entity-management", "variant": "paraphrase", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "**MinuteBox** is a strong alternative to the larger enterprise players"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|alibaba-small|Pulley", "prompt": "c236-s3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Pulley is widely considered the modern standard for early-stage startups."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|alibaba-small|Carta", "prompt": "c236-s3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Carta (Best for Credibility & Scale) Carta is the industry \"gold standard.\""}, {"id": "mai-20260918-0023-calibration_b|c236-s3|alibaba-small|Commenda", "prompt": "c236-s3", "model": "alibaba-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Commenda (Best for All-in-One Compliance)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|anthropic-small|EntityKeeper", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 1, "ev": "focused on making compliance tracking and entity organization accessible to smaller legal and finance teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|anthropic-small|Constellate", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Constellate", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "an AI-native entity management platform designed for legal teams and corporate secretaries"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|anthropic-small|Athennian", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "cloud-based entity management solution that centralizes entity data and automates key workflows"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|anthropic-small|Culta.ai", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Culta.ai", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "accessible for founders or small teams without legal expertise, and as a cheaper entity management tool"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|anthropic-small|Diligent One Platform", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent One Platform", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "built for large corporations and come with high costs, complex onboarding, and unnecessary features for smaller teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|anthropic-small|Commenda", "prompt": "c236-s3", "model": "anthropic-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "Commenda is the strongest fit if you want incorporation, compliance, and cross-border tax in one place"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|challenger-small|Corporify", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "If your team is very small and wants the simplest setup, **Corporify** or **Legalboards** look like the best fit"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|challenger-small|Legalboards", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Legalboards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Corporify** or **Legalboards** look like the best fit because both are described as streamlined for small corporate secretarial or legal teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|challenger-small|EntityKeeper", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "If price sensitivity is the main constraint, **EntityKeeper** is the clearest budget-oriented option"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|challenger-small|GEMS", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "GEMS", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Need broader legal-ops governance rather than a small-team tool?** Look at **DiliTrust** or **GEMS**"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|challenger-small|Pulley", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Need equity + entity management for a startup?** Choose **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|challenger-small|DiliTrust", "prompt": "c236-s3", "model": "challenger-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "More of an **AI-native legal work platform** than a lightweight entity register, so it suits teams needing broader legal operations features"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|EntityKeeper", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Most reviewers consistently recommend **EntityKeeper** as the best balance of affordability, transparency, and functionality for small teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|Carta (Entity Management)", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta (Entity Management)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Choose **Carta** if you're already using it for equity"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|Harbor Compliance", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Harbor Compliance** if you want filings handled for you"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|Athennian", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Expensive and complex for small teams; takes time to configure."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|CT Corporation", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "not typically the first choice for a small team due to cost and complexity"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|CSC", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "not typically the first choice for a small team due to cost and complexity"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|Diligent Entities", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "not typically the first choice for a small team due to cost and complexity"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|deepseek-small|Commenda", "prompt": "c236-s3", "model": "deepseek-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "For international operations, consider **Commenda**."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|Diligent Entities", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "large multinational corporations that require massive, six-figure enterprise suites (like Diligent Entities or Computershare GEMS)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|Computershare GEMS", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Computershare GEMS", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "massive, six-figure enterprise suites (like Diligent Entities or Computershare GEMS)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|EntityKeeper", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**EntityKeeper** | Simple, visually focused, and easy to learn without administrative bloat."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|Lextree (by Berkman Solutions)", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Lextree (by Berkman Solutions)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Lextree offers flat-rate pricing... makes it highly scalable for growing teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|Diliforce (formerly ContractZen)", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Diliforce (formerly ContractZen)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Diliforce is arguably the most cost-effective tool on the market"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|Athennian", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "ideal middle ground for teams that find legacy tools too clunky"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|MinuteBox", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "highly optimized for replacing the physical legal binder"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|Harbor Compliance", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "Provides the software to track everything while taking the actual physical filings off your plate."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|google-small|Traact", "prompt": "c236-s3", "model": "google-small", "cat": "entity-management", "variant": "comparative", "raw": "Traact", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 9, "ev": "**Harbor Compliance** (or **Traact**)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|minimax-small|Carta", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Budget-conscious**: Start with **Carta's free tier**"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|minimax-small|EntityKeeper", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Need dedicated entity management**: **EntityKeeper** offers best value"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|minimax-small|Athennian", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need advanced features**: Consider **Athennian** as you grow"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|minimax-small|Commenda", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Commenda specializes in multi-country compliance"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|minimax-small|Diligent", "prompt": "c236-s3", "model": "minimax-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Some tie into broader governance platforms (Diligent)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|mistral-small|Pulley", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Best for: Small teams needing a free or low-cost solution... Rating: 4.8/5 (highest rated)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|mistral-small|Carta", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Best for: Most teams, especially those needing comprehensive cap table and entity management."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|mistral-small|Corporify", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Tailored for small teams needing a streamlined, all-in-one solution for corporate housekeeping."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|mistral-small|LegalX", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for: Legal operations teams needing traceable entity-level compliance tracking across hierarchies."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|mistral-small|EntityKeeper", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Best for: Legal ops or compliance teams needing a practical workflow and record book for many entities."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|mistral-small|DiliTrust", "prompt": "c236-s3", "model": "mistral-small", "cat": "entity-management", "variant": "comparative", "raw": "DiliTrust", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "Best for: Teams wanting a community favorite with strong document management."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|moonshot-small|EntityKeeper", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "EntityKeeper — Best for Small Teams with Straightforward Needs"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|moonshot-small|Athennian", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "Expensive for very small teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|moonshot-small|Carta", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Best for Startups Managing Equity + Entities Together"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|moonshot-small|Corporify", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Best for Small Corporate Secretarial Teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|moonshot-small|Stripe Atlas", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Stripe Atlas", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "It’s primarily a **formation tool**, not a robust ongoing entity management system."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|moonshot-small|Clerky", "prompt": "c236-s3", "model": "moonshot-small", "cat": "entity-management", "variant": "comparative", "raw": "Clerky", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Delaware C-corp only; formation-focused"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|openai-small|EntityKeeper", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Small team, basic entity tracking:** EntityKeeper or Filejet."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|openai-small|Filejet", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**Small team, basic entity tracking:** EntityKeeper or Filejet."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|openai-small|CSC Entity Management", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC Entity Management", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Small team with heavier compliance needs:** CSC."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|openai-small|Athennian", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Athennian / Kube / similar modern governance platforms"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|openai-small|Kube", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Kube", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Small team that wants a governance platform with room to grow:** Kube or Diligent."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|openai-small|Diligent Entities", "prompt": "c236-s3", "model": "openai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "It's more of an enterprise governance suite than a simple small-team tool"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|xai-small|EntityKeeper", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** (Best for affordable SMB basics)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|xai-small|Corporify", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Corporify** (Best for secretarial workflows)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|xai-small|Carta", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Equity/cap table powerhouse; overkill for pure governance but great for funded startups."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|xai-small|Pulley", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Pulley", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "**Pulley** (Highest-rated for startups/equity-heavy teams)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|xai-small|Commenda", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "**Commenda** (Best for international/cross-border)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|xai-small|CSC", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "CSC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 6, "ev": "avoid enterprise heavies like CSC/Diligent (complex, pricier)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|xai-small|Diligent", "prompt": "c236-s3", "model": "xai-small", "cat": "entity-management", "variant": "comparative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "avoid enterprise heavies like CSC/Diligent (complex, pricier)"}, {"id": "mai-20260918-0023-calibration_b|c236-s3|zai-small|LegalX", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "LegalX", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Smallest teams (2‑5 people) who just need an organized entity register: EntityKeeper or LegalX."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|zai-small|Athennian", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Growing SMBs that want governance + compliance: Athennian or Corporify."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|zai-small|EntityKeeper", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Smallest teams (2‑5 people) who just need an organized entity register: EntityKeeper or LegalX."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|zai-small|Commenda", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Mid‑market companies expanding globally: Commenda."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|zai-small|Carta", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Carta", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Startups needing both entity mgmt and cap‑table: Carta."}, {"id": "mai-20260918-0023-calibration_b|c236-s3|zai-small|Corporify", "prompt": "c236-s3", "model": "zai-small", "cat": "entity-management", "variant": "comparative", "raw": "Corporify", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Heavy secretarial workload, lots of deadlines | Corporify"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|alibaba-small|EntityKeeper", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** and **Corporify** are generally considered the best options for legal entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|alibaba-small|Corporify", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "**EntityKeeper** and **Corporify** are generally considered the best options for legal entity management"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|alibaba-small|Diligent", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "**Enterprise Platforms (e.g., Diligent, LegalX, CSC Entity Management):** ... They are overkill for a small company with few entities."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|alibaba-small|LegalX", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "What to Avoid on a Tight Budget ... Diligent, LegalX, CSC Entity Management"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|alibaba-small|Clever Inc / ZenBusiness Plans", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Clever Inc / ZenBusiness Plans", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "check if their managed packages include limited entity management features"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|alibaba-small|Spreadsheet + Calendar (The $0 Option)", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "Spreadsheet + Calendar (The $0 Option)", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "many founders successfully manage their compliance calendar manually"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|alibaba-small|CSC Entity Management", "prompt": "c236-s4", "model": "alibaba-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "What to Avoid on a Tight Budget ... CSC Entity Management"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|anthropic-small|Diliforce", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Diliforce", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Diliforce offers an affordable and secure AI-powered governance platform that saves time and reduces manual work."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|anthropic-small|Entrix", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Entrix", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "I'd recommend requesting demos from Diliforce and Entrix to compare their features, pricing, and user experience"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|anthropic-small|Diligent Entities", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Enterprise solutions like Diligent Entities and CSC Entity Management are more expensive... may not be ideal for companies with tight budgets."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|anthropic-small|CSC Entity Management", "prompt": "c236-s4", "model": "anthropic-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more expensive and typically designed for larger organizations, so they may not be ideal for companies with tight budgets"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|challenger-small|EntityKeeper", "prompt": "c236-s4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** is the best fit in the results you provided because it is explicitly described as **affordable**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|challenger-small|BetterLegal", "prompt": "c236-s4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "BetterLegal", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "another strong SMB-oriented option that ranked highly for **value**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|challenger-small|CSC Entity Management", "prompt": "c236-s4", "model": "challenger-small", "cat": "entity-management", "variant": "budget", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "it appears more enterprise-oriented than budget-first"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|deepseek-small|EntityKeeper", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "For most small companies on a tight budget, **EntityKeeper** is the safest \"best\" pick"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|deepseek-small|MinuteBox", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "If you have just one or two entities, **MinuteBox** will likely be your cheapest legitimate option."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|deepseek-small|Filejet", "prompt": "c236-s4", "model": "deepseek-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "**Need filings + registered agent bundled** \\u2192 **Filejet**."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|Diligent", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "traditional enterprise legal entity management software (like Diligent, CSC, or Computershare) is usually prohibitively expensive"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|CSC", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "like Diligent, CSC, or Computershare) is usually prohibitively expensive"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|Computershare", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Computershare", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "like Diligent, CSC, or Computershare) is usually prohibitively expensive"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|Lextree", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 4, "ev": "Lextree (by Berkman Solutions) — *Best Overall Value* ... the most cost-effective and robust option on the market"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|Filejet", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Filejet — *Best for 1 to 5 Entities* ... an outstanding pay-per-entity option"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|EntityKeeper", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EntityKeeper is another excellent cloud platform"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|Airtable", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Airtable", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "The Ultra-Tight Budget Alternative: \"DIY\" with Airtable or Notion"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|google-small|Notion", "prompt": "c236-s4", "model": "google-small", "cat": "entity-management", "variant": "budget", "raw": "Notion", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 8, "ev": "you can build a highly effective DIY system using **Airtable** or **Notion** paired with **Google Drive**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|meta-small|EntityKeeper", "prompt": "c236-s4", "model": "meta-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "The best legal entity management software for a small company with a tight budget is EntityKeeper."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|minimax-small|Fides", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Fides", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Fides - Offers a free version with basic entity management features"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|minimax-small|MinuteBox", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "MinuteBox - Provides free tier for small teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|minimax-small|Athennian", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "Athennian - Has free plans available"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|minimax-small|Filejet", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Filejet - Free entity management software"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|minimax-small|Commenda", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "I recommend starting with **Commenda** or **EntityKeeper**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|minimax-small|EntityKeeper", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "I recommend starting with **Commenda** or **EntityKeeper**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|minimax-small|Lextree", "prompt": "c236-s4", "model": "minimax-small", "cat": "entity-management", "variant": "budget", "raw": "Lextree", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "Lextree - $99/month ... Good for small companies needing more robust features"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|mistral-small|EntityKeeper", "prompt": "c236-s4", "model": "mistral-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "the best legal entity management software for a small company with a tight budget is **EntityKeeper**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|moonshot-small|EntityKeeper", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** ⭐ (Best Overall Value)"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|moonshot-small|TallyPrime", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "TallyPrime", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**TallyPrime** - **Price:** ~$8/month (Single User)"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|moonshot-small|ContractZen Standard", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "ContractZen Standard", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Includes entity management features at a competitive price"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|moonshot-small|LegalX", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Rating:** 9.3/10 for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|moonshot-small|Corporify", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**Best for:** Small corporate secretarial teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|moonshot-small|Commenda", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Commenda** - Free tier available"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|moonshot-small|Brainframe", "prompt": "c236-s4", "model": "moonshot-small", "cat": "entity-management", "variant": "budget", "raw": "Brainframe", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Brainframe** - Free GRC/ISMS solution for SMBs"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|openai-small|Filejet", "prompt": "c236-s4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**Filejet** — best balance of affordability and entity/compliance workflows for small teams."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|openai-small|Diligent Entities", "prompt": "c236-s4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Diligent Entities** — better if you need more robust governance and can spend more."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|openai-small|Legal Cockpit", "prompt": "c236-s4", "model": "openai-small", "cat": "entity-management", "variant": "budget", "raw": "Legal Cockpit", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "worth considering if your needs are lighter and you mainly want cloud document/agreement management"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|EntityKeeper", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** stands out as one of the strongest options"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|MinuteBox", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Free plan; paid from ~$10-20/mo ... Great for very basic needs"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|SmhtBiz", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "SmhtBiz", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Good for solo founders/new small biz; limited advanced features."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|LegalX", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "LegalX", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Affordable for legal ops; check G2 for trials."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|SeedLegals", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "SeedLegals", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Ideal if incorporating/fundraising."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|Commenda", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "Good for international expansion on budget."}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|Diligent Entities", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Diligent Entities", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 7, "ev": "**Avoid enterprise tools** like Diligent Entities, CSC, or Athennian"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|CSC", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "CSC", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 8, "ev": "**Avoid enterprise tools** like Diligent Entities, CSC, or Athennian"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|xai-small|Athennian", "prompt": "c236-s4", "model": "xai-small", "cat": "entity-management", "variant": "budget", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 9, "ev": "they're $100+/mo+ and overkill/expensive for small teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|zai-small|Pulley", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Pulley", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "My Top Recommendation: **Pulley**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|zai-small|EntityKeeper", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "EntityKeeper", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "$150/entity/year | Small & mid-sized businesses"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|zai-small|Brainframe", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Brainframe", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "Runner-Up: **Brainframe**"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|zai-small|The Legal Practice", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "The Legal Practice", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "$9.50/user/month | General use | 30-day trial"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|zai-small|Carta", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "$299/month | Equity-heavy companies"}, {"id": "mai-20260918-0023-calibration_b|c236-s4|zai-small|Discern", "prompt": "c236-s4", "model": "zai-small", "cat": "entity-management", "variant": "budget", "raw": "Discern", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "$99+ state fees | Formations & registrations"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|alibaba-small|Carta", "prompt": "c236-s5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "If your entity software does not talk to your Cap Table software (like Carta or Pulley)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|alibaba-small|Pulley", "prompt": "c236-s5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Pulley", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "your Cap Table software (like Carta or Pulley)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|alibaba-small|Legally", "prompt": "c236-s5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Legally", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "**Legally:** Highly recommended for mid-sized companies. Very user-friendly"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|alibaba-small|GlobeCap", "prompt": "c236-s5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "GlobeCap", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Great if your primary focus is managing the Cap Table and Equity alongside Entity data."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|alibaba-small|Cority", "prompt": "c236-s5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "Cority", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "Geared slightly larger, but excellent if your main pain point is regulatory compliance across multiple jurisdictions."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|alibaba-small|BoardEffect / Diligent", "prompt": "c236-s5", "model": "alibaba-small", "cat": "entity-management", "variant": "scale", "raw": "BoardEffect / Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These are \"Enterprise\" grade... often require implementation consultants and cost significantly more."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|deepseek-small|EntityKeeper", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "start with EntityKeeper and Corporify as likely best-fit candidates"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|deepseek-small|Corporify", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 2, "ev": "start with EntityKeeper and Corporify as likely best-fit candidates"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|deepseek-small|Athennian", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "pricing starts higher (~$25k/yr for Essentials); you may outgrow or underuse"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|deepseek-small|Diligent Entities", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "more enterprise-oriented; likely overkill for 30 people"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|deepseek-small|CSC Entity Management", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "CSC Entity Management", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "more enterprise-oriented; likely overkill for 30 people"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|deepseek-small|Xakia", "prompt": "c236-s5", "model": "deepseek-small", "cat": "entity-management", "variant": "scale", "raw": "Xakia", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "includes entity management in a lower-priced tier if you also want contract/legal ops"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|google-small|Diligent", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "avoid \"software bloat\"—expensive enterprise tools (such as Diligent or CSC) that require heavy IT implementation and cost tens of thousands of dollars annually"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|google-small|CSC", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "CSC", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "expensive enterprise tools (such as Diligent or CSC) that require heavy IT implementation"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|google-small|Filejet", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 3, "ev": "Excellent for companies that want to completely offload state filing compliance... highly automated and built to scale as you grow."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|google-small|Harbor Compliance", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Harbor Compliance", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "A powerhouse for U.S.-centric compliance. They offer software paired with managed services"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|google-small|EntityKeeper", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "A highly user-friendly platform designed specifically for growing mid-market companies... without the enterprise price tag."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|google-small|ContractZen", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "ContractZen", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "A highly affordable option for smaller companies."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|google-small|Athennian", "prompt": "c236-s5", "model": "google-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "A modern, cloud-native entity management platform... great option if you have an active legal department"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|meta-small|Athennian", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "Look for software that provides an interactive group org chart and entity planning capabilities, such as Athennian or Klea."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|meta-small|Klea", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Klea", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "such as Athennian or Klea"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|meta-small|Xakia", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Xakia", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "compliance features, such as Xakia"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|meta-small|Filejet", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Filejet", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "Consider software that is designed for large enterprises, such as Filejet"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|meta-small|Fides by LegalOn", "prompt": "c236-s5", "model": "meta-small", "cat": "entity-management", "variant": "scale", "raw": "Fides by LegalOn", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "Look for software that integrates with your existing legal workflow, such as Fides by LegalOn."}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|Clerky", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Clerky", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 1, "ev": "**Clerky** (startup-friendly, simple)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|Conga Composer", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Conga Composer", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "**Conga Composer** (for Salesforce users)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|Docusign CLM", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Docusign CLM", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "**Docusign CLM** (if you already use DocuSign)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|Incorp Services", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Incorp Services", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "**Incorp Services** (global entity management)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|LegalZoom Entity Management", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "LegalZoom Entity Management", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "**LegalZoom Entity Management** (for smaller companies)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|Pilot", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Pilot", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 6, "ev": "**Pilot** (startup-focused, integrates with back office)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|Sapling", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Sapling", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 7, "ev": "**Sapling** (for high-growth startups)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|mistral-small|Zylo", "prompt": "c236-s5", "model": "mistral-small", "cat": "entity-management", "variant": "scale", "raw": "Zylo", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 8, "ev": "**Zylo** (for SaaS spend and vendor management)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|moonshot-small|EntityKeeper", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "EntityKeeper", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "**EntityKeeper** — Often recommended for small/mid-sized businesses; affordable, good org charts, real-time entity tracking"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|moonshot-small|Encompass", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Encompass", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "**Encompass** — Good governance workflows if you have jurisdiction-based compliance needs"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|moonshot-small|Diligent/Corporify", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent/Corporify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Strong on centralized data and e-signing, but verify pricing fits your budget"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|moonshot-small|Gust Launch", "prompt": "c236-s5", "model": "moonshot-small", "cat": "entity-management", "variant": "scale", "raw": "Gust Launch", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "Worth considering if you're *early-stage* and need incorporation + equity management + entity maintenance bundled"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|xai-small|Athennian", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Athennian", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 1, "ev": "Athennian (visual org charts, strong for growth)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|xai-small|Diligent Entities", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Diligent Entities", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "Diligent (compliance focus)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|xai-small|Wolters Kluwer OneSumX", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Wolters Kluwer OneSumX", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 3, "ev": "consider Athennian, Diligent Entities, Wolters Kluwer OneSumX, Corporify, or Carta"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|xai-small|Corporify", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Corporify", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 4, "ev": "consider Athennian, Diligent Entities, Wolters Kluwer OneSumX, Corporify, or Carta"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|xai-small|Carta", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "Carta", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 5, "ev": "or Carta (for cap tables)"}, {"id": "mai-20260918-0023-calibration_b|c236-s5|xai-small|SEI Envestnet", "prompt": "c236-s5", "model": "xai-small", "cat": "entity-management", "variant": "scale", "raw": "SEI Envestnet", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "and SEI Envestnet (affordable basics)"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|alibaba-small|ServiceNow", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "ServiceNow", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Enterprise-Governance Suites (e.g., ServiceNow, Diligent) ... **Why to Avoid:** They are designed for teams of compliance officers"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|alibaba-small|Diligent", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Enterprise-Governance Suites (e.g., ServiceNow, Diligent) ... **Why to Avoid:**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|alibaba-small|Excel", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "relying on Excel as your primary management tool is a liability"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|alibaba-small|Google Sheets", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Google Sheets", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Generic Spreadsheets (Excel/Google Sheets) ... **Why to Avoid:** They lack an **audit trail**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|alibaba-small|Microsoft Dynamics", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Microsoft Dynamics", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "legacy versions of Microsoft Dynamics or older CRM-based entity modules ... **Why to Avoid:**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|alibaba-small|LegalZoom", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "LegalZoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "These portals are excellent for *formation* (day 1) but terrible for *management* (year 5)."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|alibaba-small|Rocket Lawyer", "prompt": "c236-s6", "model": "alibaba-small", "cat": "entity-management", "variant": "negative", "raw": "Rocket Lawyer", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "platforms like LegalZoom or Rocket Lawyer ... terrible for *management* (year 5)"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|anthropic-small|Diligent", "prompt": "c236-s6", "model": "anthropic-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Many SMEs find Diligent's high price tag, enterprise-focused features, and technical complexity to be barriers rather than bridges."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|deepseek-small|CSC Entity Management", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Tools like **CSC Entity Management, Diligent, Athennian**, and other platforms designed for thousands of entities ... are usually **overkill** for a small business."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|deepseek-small|Diligent", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Tools like **CSC Entity Management, Diligent, Athennian** ... are usually **overkill** for a small business."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|deepseek-small|Athennian", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Tools like **CSC Entity Management, Diligent, Athennian** ... are usually **overkill** for a small business."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|deepseek-small|Excel", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Excel", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "many small businesses \"avoid\" paid tools by using Excel — but this is the highest-risk option"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|deepseek-small|Legalboards", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Legalboards", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "the healthiest options are **purpose-built SMB tools** (review sites frequently highlight options like **Legalboards, Corporify**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|deepseek-small|Corporify", "prompt": "c236-s6", "model": "deepseek-small", "cat": "entity-management", "variant": "negative", "raw": "Corporify", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 6, "ev": "options like **Legalboards, Corporify**, and others aimed at small-to-mid businesses"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|Diligent Entities (formerly Blueprint OneWorld)", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities (formerly Blueprint OneWorld)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Examples to avoid/be cautious of: Diligent Entities (formerly Blueprint OneWorld)"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|Athennian", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Athennian’s entry-level package starts at **$25,000 per year**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|CT Corporation (by Wolters Kluwer)", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation (by Wolters Kluwer)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 3, "ev": "Examples to avoid/be cautious of ... CT Corporation (by Wolters Kluwer)"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|CSC Entity Management", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 4, "ev": "Examples to avoid/be cautious of ... CSC Entity Management"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|DiliTrust", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "DiliTrust", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 5, "ev": "Examples to avoid/be cautious of ... DiliTrust"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|Bizee (formerly Incfile)", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Bizee (formerly Incfile)", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 6, "ev": "Examples to be cautious of: Bizee (formerly Incfile)"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|ZenBusiness", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "ZenBusiness", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 7, "ev": "ZenBusiness, for instance, has faced criticism because its Terms of Service require users to formally file paperwork"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|LegalZoom", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "LegalZoom", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 8, "ev": "Examples to be cautious of: ... LegalZoom"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|Tailor Brands", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Tailor Brands", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 9, "ev": "Examples to be cautious of: ... Tailor Brands"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|Northwest Registered Agent", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Northwest Registered Agent", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 10, "ev": "use a dedicated, flat-rate provider like **Northwest Registered Agent** or **Harbor Compliance**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|google-small|Harbor Compliance", "prompt": "c236-s6", "model": "google-small", "cat": "entity-management", "variant": "negative", "raw": "Harbor Compliance", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 11, "ev": "use a dedicated, flat-rate provider like **Northwest Registered Agent** or **Harbor Compliance**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|meta-small|Diligent", "prompt": "c236-s6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Some of the entity management tools that are recommended as alternatives to Diligent include Commenda, Athennian, MinuteBox, and KLEA."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|meta-small|Commenda", "prompt": "c236-s6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 2, "ev": "recommended as alternatives to Diligent include Commenda, Athennian, MinuteBox, and KLEA"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|meta-small|Athennian", "prompt": "c236-s6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 3, "ev": "recommended as alternatives to Diligent include Commenda, Athennian, MinuteBox, and KLEA"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|meta-small|MinuteBox", "prompt": "c236-s6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "MinuteBox", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 4, "ev": "recommended as alternatives to Diligent include Commenda, Athennian, MinuteBox, and KLEA"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|meta-small|KLEA", "prompt": "c236-s6", "model": "meta-small", "cat": "entity-management", "variant": "negative", "raw": "KLEA", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 5, "ev": "recommended as alternatives to Diligent include Commenda, Athennian, MinuteBox, and KLEA"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|minimax-small|Diligent", "prompt": "c236-s6", "model": "minimax-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "Small businesses should generally avoid large enterprise-level entity management platforms... **Diligent** - While a major player, many small businesses report: **Steep licensing fees**"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|minimax-small|CT Corporation", "prompt": "c236-s6", "model": "minimax-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 2, "ev": "**Similar enterprise tools** (like CT Corporation for those without multi-state needs) may be overkill"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|moonshot-small|Diligent", "prompt": "c236-s6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Tools built for massive legal departments (often in the same tier as **Diligent** or similar) tend to overwhelm small teams."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|moonshot-small|CSC Entity Management", "prompt": "c236-s6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "A verified small-business user (50 or fewer employees) gave it a 0-star rating, citing weeks of unanswered support emails"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|moonshot-small|Commenda", "prompt": "c236-s6", "model": "moonshot-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Users note a **complex interface** that causes confusion, requires additional support to navigate, and ongoing tax calculation issues."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|xai-small|Diligent Entities (formerly Blueprint OneWorld)", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Diligent Entities (formerly Blueprint OneWorld)", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 1, "ev": "**Why caution/avoid**: High starting costs (~$10,000/year per feature or more...), complex UI suited for Fortune 500 legal teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|xai-small|CSC Entity Management", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CSC Entity Management", "vendor_link": null, "label": "hard_negative", "override": null, "weight": -3, "pos": 2, "ev": "Overkill governance controls and global-scale capabilities lead to unnecessary expense and setup burden."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|xai-small|Athennian", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Athennian", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Tools like Athennian emphasize deep reporting and point-in-time audits, which demand admin-heavy setup... impractical for small teams"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|xai-small|CT Corporation", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "CT Corporation", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "CT Corp can feel bloated if you're not US/multi-state focused."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|xai-small|Commenda", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "first_choice", "override": null, "weight": 3, "pos": 5, "ev": "Lightweight options like Commenda (AI-native, SME-friendly, good support per G2 4.7/5)"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|xai-small|EntityKeeper", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 6, "ev": "EntityKeeper (small/mid-sized focus)"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|xai-small|Sage Intacct", "prompt": "c236-s6", "model": "xai-small", "cat": "entity-management", "variant": "negative", "raw": "Sage Intacct", "vendor_link": null, "label": "alternative", "override": null, "weight": 2, "pos": 7, "ev": "even free-tier multi-entity accounting like Sage Intacct if compliance is light"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|zai-small|Carta", "prompt": "c236-s6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Carta", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 1, "ev": "Carta ($299/mo) and some enterprise-grade suites. ... Higher price point – $299-per-month or more for a platform that could be served by a simpler tool."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|zai-small|Commenda", "prompt": "c236-s6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Commenda", "vendor_link": null, "label": "mention", "override": null, "weight": 1, "pos": 2, "ev": "you'll see tools such as Carta, Commenda, EntityKeeper, Corporify, and Filejet"}, {"id": "mai-20260918-0023-calibration_b|c236-s6|zai-small|EntityKeeper", "prompt": "c236-s6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "EntityKeeper", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 3, "ev": "Corporify (SMB, 7.6/10) and EntityKeeper (SMB, 8.2/10) both note that filings must be submitted through third-party agents."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|zai-small|Corporify", "prompt": "c236-s6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Corporify", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 4, "ev": "Corporify (SMB, 7.6/10) and EntityKeeper (SMB, 8.2/10) both note that filings must be submitted through third-party agents."}, {"id": "mai-20260918-0023-calibration_b|c236-s6|zai-small|Filejet", "prompt": "c236-s6", "model": "zai-small", "cat": "entity-management", "variant": "negative", "raw": "Filejet", "vendor_link": null, "label": "soft_negative", "override": null, "weight": -2, "pos": 5, "ev": "Filejet (G2 rating 4.6/5, but one reviewer expresses unease about using an upstart for service of process)."}]