Accounting software for enterprise buyers
Asked as “accounting software”, and as “general ledger software”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · SAP S/4HANA Finance 28%
32Oracle NetSuite28SAP S/4HANA Finance12Acumatica28others
32% of first choices, contested.
Since September 2026▼−2Since September 2026: 35% → 33%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Oracle NetSuite held the lead, −2 points on 35%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
QuickBooks Online53%Clear leader▲+1Since September 2026: 51% → 52%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-market
Sage Intacct44%Clear leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Oracle NetSuite32%Contested▼−2Since September 2026: 35% → 33%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This page
QuickBooks Online53%Clear leader▲+1Since September 2026: 51% → 52%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Mid-marketSage Intacct44%Clear leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseOracle NetSuite32%Contested▼−2Since September 2026: 35% → 33%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Oracle NetSuite32%16%57endorsed leader▼−2Since September 2026: 35% → 33%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.35% → 33%
Oracle NetSuite32%16%57endorsed leader▼−2Since September 2026: 35% → 33%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.35% → 33%02
SAP S/4HANA Finance28%4%56accepted challenger▲+1Since September 2026: 25% → 26%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.25% → 26%
SAP S/4HANA Finance28%4%56accepted challenger▲+1Since September 2026: 25% → 26%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.25% → 26%03
Oracle Fusion Cloud ERP12%6%31accepted challenger▲+1Since September 2026: 8% → 10%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 10%
Oracle Fusion Cloud ERP12%6%31accepted challenger▲+1Since September 2026: 8% → 10%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 10%04
Acumatica12%0%14accepted challenger▼−7Since September 2026: 19% → 12%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 12%
Acumatica12%0%14accepted challenger▼−7Since September 2026: 19% → 12%, −7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.19% → 12%05
Microsoft Dynamics 365 Finance2%2%43accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
Microsoft Dynamics 365 Finance2%2%43accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%06Sage Intacct2%12%40accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 2%
Sage Intacct2%12%40accepted challenger▼−6Since September 2026: 8% → 2%, −6 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 2%07
Workday Financial Management2%3%33accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Workday Financial Management2%3%33accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%08
Xero2%70%20criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Xero2%70%20criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%Show the two products at 0%, ordered by negative rate
09
FreshBooks0%90%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
FreshBooks0%90%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
QuickBooks0%89%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
QuickBooks0%89%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Oracle NetSuite32%
Oracle NetSuite32%02SAP S/4HANA Finance28%
SAP S/4HANA Finance28%03Oracle Fusion Cloud ERP12%
Oracle Fusion Cloud ERP12%04Acumatica12%
Acumatica12%05Microsoft Dynamics 365 Finance2%
Microsoft Dynamics 365 Finance2%06Sage Intacct2%
Sage Intacct2%07Workday Financial Management2%
Workday Financial Management2%08Xero2%
Xero2%09FreshBooks0%
FreshBooks0%10QuickBooks0%
QuickBooks0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
QuickBooks89%
17 of 19 labels negative · 12 of 14 models · 14 hard negative
“"Once your company crosses a few hundred employees, multiple legal entities, and a handful of currencies, QuickBooks stops being a tool and starts being a liability."a” Muse Glimmer 30B, negative prompt
Xero70%
14 of 20 labels negative · 12 of 14 models · 12 hard negative
“Why avoid: While Xero is popular among small and growing businesses, it lacks the advanced features, scalability, and global compliance capabilities required by large enterprises.” Mistral Small, negative prompt
FreshBooks90%
9 of 10 labels negative · 9 of 14 models · 9 hard negative
“Why avoid: FreshBooks receives mixed reviews for its mobile app functionality, high costs as businesses scale, and limitations in reporting and integrations.” Mistral Small, negative prompt
Oracle NetSuite16%
9 of 57 labels negative · 7 of 14 models · 1 hard negative
“❌ Poor for thousands of users — costs scale linearly with headcount. 1,000 users would cost $1.5M+/year in licensing alone.” DeepSeek V4 Flash, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1058 links across 309 sites, every framing counted. Ranked by the number of answers carrying the site or page. 3 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Ramp47 answers · 54 citations · 12 models
32 answers · 34 citations · 11 models
29 answers · 55 citations · 9 models
26 answers · 26 citations · 9 models
22 answers · 32 citations · 10 models
vendor site · NetSuite20 answers · 29 citations · 12 models
19 answers · 25 citations · 10 models
vendor site · Worldmetrics17 answers · 34 citations · 10 models
16 answers · 18 citations · 8 models
13 answers · 16 citations · 8 models
13 answers · 15 citations · 7 models
vendor site · Fueler13 answers · 15 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
40 answers · 11 models
26 answers · 9 models
26 answers · 11 models
12 answers · 7 models
12 answers · 8 models
11 answers · 7 models
10 answers · 7 models
9 answers · 7 models
9 answers · 7 models
9 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “accounting platforms”, “accounting software”, “best accounting software”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Oracle parent site Oracle NetSuite 32% | 32% | 489 | 450,000 | 66,611 | ||||
| SAP Cloud ERP sap.com SAP S/4HANA Finance 28%, SAP Cloud ERP 0% | 28% | 59 | 2,214,514 | $1,251 | 23 | |||
| Oracle Fusion oracle.com Oracle Fusion Cloud ERP 12%, Oracle Fusion Cloud Financials 2%, Oracle 0%, Oracle Cloud Financials 0% | 14% | 147 | 450,000 | 66,611 | 7,410,638 company | $247 | 101 | |
| Acumatica acumatica.com | 12% | 132 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| NetSuite parent site NetSuite ERP 4% | 4% | 3 | 135,000 | 4,476 | ||||
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Finance 2% | 2% | 75 | 390 | 21 | 145,358,109 company | $12,455 | 103 | |
| Sage sage.com Sage Intacct 2% | 2% | 433 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | 1 |
| Workday parent site Workday Financial Management 2% | 2% | 110 | 1,220,000 | 23,848 | ||||
| Microsoft Dynamics 365 | 2% | 12,100 | 604 | |||||
| Xero xero.com | 2% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 2 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (forbes.com). The first result for “accounting platforms” is anna.money.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best accounting software for an enterprise B2B company?”Paraphrase“Which general ledger software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade accounting platforms and how do they differ?”Budget-constrained“What is the best accounting software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an accounting software. What should we look at?”Negative“Which accounting platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Oracle NetSuiteOracle Fusion Cloud ERP, Oracle NetSuiteChangedno first choiceAcumaticano first choiceagainst: QuickBooks, Xero
One alternative
Sage IntacctOne alternative
Sage IntacctThree alternatives
Oracle NetSuite, SAP S/4HANA Finance, Sage IntacctGPT-5.4 miniOracle NetSuiteOracle Fusion Cloud FinancialsChangedOracle Fusion Cloud ERP, SAP S/4HANA FinanceMicrosoft Dynamics 365 Financeagainst: Oracle NetSuiteno first choiceagainst: Oracle NetSuite
Two alternatives
Microsoft Dynamics 365 Finance, SAP Cloud ERPTwo alternatives
SAP S/4HANA Finance, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365 Finance, Sage Intacct, Workday Financial ManagementOne alternative
SAP S/4HANA FinanceGemini 3.5 FlashOracle NetSuiteagainst: QuickBooks, XeroOracle Fusion Cloud ERP, SAP S/4HANA FinanceChangedagainst: QuickBooks, Zohono first choiceAcumaticaagainst: Oracle Fusion Cloud ERP, SAP S/4HANA FinanceWorkday Financial Managementagainst: QuickBooks, Xeroagainst: FreshBooks, Microsoft Dynamics 365 Business Central, Microsoft Dynamics GP, NAV, or AX, Oracle NetSuite, QuickBooks Online, Sage 50, 100, or 300, Sage Intacct, Xero, Zoho Books
Three alternatives
Certinia, Microsoft Dynamics 365 Finance, Sage IntacctThree alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, Workday Financial ManagementTwo alternatives
ERPNext, OdooFour alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, SAP S/4HANA Finance, Sage IntacctPerplexity SonarOracle NetSuiteSAP S/4HANA FinanceChangedno first choiceXeroagainst: Sage Intacctno first choiceagainst: Excel, FreshBooks, QuickBooks, Wave, Xero, Zoho Books
Three alternatives
Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage IntacctFour alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, Workday Financial ManagementOne alternative
Oracle NetSuiteGrok 4.1 FastOracle NetSuiteSAP S/4HANA FinanceChangedagainst: Oracle NetSuiteOracle NetSuiteOracle Fusion Cloud ERP, SAP S/4HANA Financeagainst: Microsoft Dynamics 365, Oracle NetSuite, Sage IntacctOracle NetSuiteagainst: QuickBooksagainst: FreshBooks, QuickBooks, Wave, Xero, Zoho Books
Four alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage IntacctTwo alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERPFive alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementTwo alternatives
Acumatica, Workday Financial ManagementTwo alternatives
Gravity/SigmaFin, Sage IntacctMistral SmallNetSuite ERP, SAP S/4HANA Financeagainst: QuickBooks, Zoho BooksOracle Fusion Cloud ERP, SAP S/4HANA FinanceChangedOracle NetSuiteAcumaticaagainst: Microsoft Dynamics 365, Oracle NetSuiteno first choiceagainst: FreshBooks, QuickBooks Online, Xero
Five alternatives
Acumatica, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage IntacctDeepSeek V4 FlashOracle NetSuiteSAP S/4HANA FinanceChangedno first choiceAcumaticaagainst: Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuiteno first choiceagainst: FreshBooks, QuickBooks, Wave, Xero
Four alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage IntacctThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementOne alternative
SAP S/4HANA FinanceLlama 4 MaverickOracle NetSuiteSAP S/4HANA FinanceChangedno first choiceno first choiceno first choiceagainst: QuickBooks, Xero
Two alternatives
Diamond, QuickBooks OnlineOne alternative
Oracle NetSuiteQwen 3.7 FlashOracle NetSuite, Sage IntacctOracle NetSuiteChangedSage IntacctMicrosoft Dynamics 365against: Oracle NetSuiteno first choiceagainst: Peachtree Accounting, QuickBooks, QuickBooks Online, Sage 50, Xero, Zoho Books
Two alternatives
Acumatica, Microsoft Dynamics 365 FinanceThree alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Workday Financial ManagementFour alternatives
Acumatica, Microsoft Dynamics 365 Finance, Oracle NetSuite, SAP S/4HANA FinanceTwo alternatives
Odoo, SAP S/4HANA FinanceKimi K2Oracle NetSuiteSAP S/4HANA FinanceChangedOracle NetSuiteAcumaticano first choiceagainst: Oracle NetSuite, QuickBooks, SAP S/4HANA Finance, Sage 50, Sage 50cloud, Sage Intacct, Workday Financial Management, Xero
Four alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage IntacctThree alternatives
Oracle Fusion Cloud ERP, Oracle NetSuite, Workday Financial ManagementSix alternatives
BlackLine, FloQast, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementTwo alternatives
Oracle Fusion Cloud ERP, SAP S/4HANA FinanceGLM 4.7 FlashXOracle NetSuiteSAP S/4HANA FinanceChangedOracle NetSuiteOracle NetSuiteno first choiceagainst: Dolibarr, ERPNext, FreshBooks, Odoo, Older SAP R/3, Oracle eBusiness Suite, QuickBooks, Sage 50, Wave, Xero, Zoho Books
Six alternatives
Acumatica, Microsoft Dynamics 365 Finance, QuickBooks, SAP Business ByDesign, Sage Intacct, XeroTwo alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERPSix alternatives
IFS Cloud, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementOne alternative
Microsoft Dynamics 365 FinanceMiniMax M2.5NetSuite ERPSAP S/4HANA FinanceChangedagainst: QuickBooksSAP S/4HANA Financeno first choiceno first choiceagainst: FreshBooks, QuickBooks Online, Wave, Xero
Two alternatives
FreshBooks, Sage AccountingFour alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, Sage Intacct, Workday Financial ManagementFour alternatives
Microsoft Dynamics 365 Finance, Oracle Cloud Financials, Oracle NetSuite, Workday Financial ManagementGPT-6 LunaOracle NetSuiteagainst: Sage IntacctOracle Fusion Cloud ERP, SAP S/4HANA FinanceChangedno first choiceSAP S/4HANA Financeno first choiceagainst: FreshBooks, QuickBooks Online, Wave, Xero
Two alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA FinanceTwo alternatives
Microsoft Dynamics 365 Finance, Workday Financial ManagementOne alternative
Microsoft Dynamics 365 FinanceMuse Glimmer 30BOracle NetSuiteOracle Fusion Cloud ERP, SAP S/4HANA FinanceChangedSAP S/4HANA Cloud / S/4HANA FinanceAcumaticano first choiceagainst: Foundation Accounting Software, FreshBooks, QuickBooks
Three alternatives
Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage IntacctTwo alternatives
Microsoft Dynamics 365, Workday Financial ManagementFive alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, Sage Intacct, Workday Financial ManagementFour alternatives
Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Wave, XeroBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:26 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:07 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:52 | yes | 16 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:47 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:15 | yes | 12 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:41 | yes | 14 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:36 | yes | 24 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:38 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:01 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:45 | yes | 9 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:40 | yes | 25 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:17 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:07 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:59 | yes | 11 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:13 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:37 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:49 | yes | 9 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:52 | yes | 11 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:59 | yes | 15 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:25 | yes | 12 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:49 | yes | 25 | 38 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:23 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:31 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:13 | yes | 15 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:13 | yes | 13 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:40 | no | 0 | 42 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:21 | yes | 4 | 8 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:28 | yes | 14 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:06 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:23 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:28 | yes | 17 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:30 | yes | 18 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:23 | yes | 24 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:55 | yes | 13 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:57 | yes | 24 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:27 | yes | 5 | 10 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:37 | yes | 14 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:49 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:52 | yes | 20 | 41 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:21 | yes | 25 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:10 | yes | 9 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:45 | yes | 23 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:11 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:26 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:40 | yes | 9 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:37 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:17 | yes | 22 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:10 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 24 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:14 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:16 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:58 | yes | 24 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:56 | yes | 23 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:59 | yes | 19 | 41 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:12 | yes | 2 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:00 | yes | 11 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:58 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:00 | yes | 3 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:16 | yes | 11 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:58 | yes | 25 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:36 | yes | 14 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:44 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:09 | yes | 25 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:02 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:07 | no | 0 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:17 | yes | 15 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:48 | yes | 25 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:07 | no | 0 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:58 | yes | 2 | 34 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:56 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:00 | yes | 19 | 15 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:24 | yes | 2 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:28 | yes | 7 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:37 | yes | 25 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:17 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:08 | yes | 12 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:04 | yes | 24 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:44 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:38 | yes | 9 | 49 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:36 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:54 | yes | 21 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:43 | yes | 18 | 41 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:40 | yes | 5 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:59 | yes | 14 | 23 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Acumatica Cloud ERP read as Acumatica
Dynamics 365 Finance & Supply Chain Management (FSC) read as Microsoft Dynamics 365 Finance
Intacct read as Sage Intacct
Intuit QuickBooks read as QuickBooks
Microsoft Dynamics 365 Finance & Operations read as Microsoft Dynamics 365 Finance
NetSuite read as Oracle NetSuite
NetSuite (Oracle NetSuite) read as Oracle NetSuite
Odoo Accounting read as Odoo
Oracle Cloud ERP read as Oracle Fusion Cloud ERP
Oracle ERP Cloud read as Oracle Fusion Cloud ERP
Oracle ERP Cloud (Oracle Fusion Cloud ERP) read as Oracle Fusion Cloud ERP
SAP read as SAP S/4HANA Finance
SAP S/4HANA read as SAP S/4HANA Finance
SAP S/4HANA (Cloud) read as SAP S/4HANA Finance
SAP S/4HANA Cloud read as SAP S/4HANA Finance
Sage Business Cloud Accounting read as Sage Accounting
Wave Accounting read as Wave
Workday read as Workday Financial Management
Workday Financials read as Workday Financial Management
Unresolved, counted raw
Approve.com
Diamond (assisted payroll)
Foundation Accounting Software
Gravity/SigmaFin
Invensis
Microsoft Dynamics GP, NAV, or AX
Older SAP R/3
Oracle Cloud Financials (Fusion)
Oracle eBusiness Suite (pre-cloud)
Payment Rails
Peachtree Accounting
SAP S/4HANA Cloud / S/4HANA Finance
Sage 50, 100, or 300
iplicit
Discontinued, still offered
No shut-down product was recommended here.