Accounting software for enterprise buyers
Asked as “accounting software”, and as “general ledger software”, on behalf of an enterprise B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Acumatica 12%
30Oracle NetSuite12Acumatica12Oracle Fusion Cloud ERP46others
30% of first choices, contested.
Since October 2026▼−2Since October 2026: 32% → 30%, −2 points. Inside the 10-point floor: within noise.Oracle NetSuite held the lead, −2 points on 32%, 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 Online55%Clear leader▲+2Since October 2026: 53% → 55%, +2 points. Inside the 10-point floor: within noise.Standing →Mid-market
Sage Intacct47%Clear leader▲+3Since October 2026: 44% → 47%, +3 points. Inside the 10-point floor: within noise.Standing →Enterprise
Oracle NetSuite30%Contested▼−2Since October 2026: 32% → 30%, −2 points. Inside the 10-point floor: within noise.This page
QuickBooks Online55%Clear leader▲+2Since October 2026: 53% → 55%, +2 points. Inside the 10-point floor: within noise.Standing →Mid-marketSage Intacct47%Clear leader▲+3Since October 2026: 44% → 47%, +3 points. Inside the 10-point floor: within noise.Standing →EnterpriseOracle NetSuite30%Contested▼−2Since October 2026: 32% → 30%, −2 points. Inside the 10-point floor: within noise.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 October 2026
01Oracle NetSuite30%19%62accepted challenger▼−2Since October 2026: 32% → 30%, −2 points. Inside the 10-point floor: within noise.32% → 30%
Oracle NetSuite30%19%62accepted challenger▼−2Since October 2026: 32% → 30%, −2 points. Inside the 10-point floor: within noise.32% → 30%02
SAP S/4HANA Finance12%13%63accepted challenger▼−16Since October 2026: 28% → 12%, −16 points. Past the 10-point floor: movement.28% → 12%
SAP S/4HANA Finance12%13%63accepted challenger▼−16Since October 2026: 28% → 12%, −16 points. Past the 10-point floor: movement.28% → 12%03
Acumatica12%4%28accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 10-point floor: within noise.12% → 12%
Acumatica12%4%28accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 10-point floor: within noise.12% → 12%04
Oracle Fusion Cloud ERP12%17%29accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 10-point floor: within noise.12% → 12%
Oracle Fusion Cloud ERP12%17%29accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 10-point floor: within noise.12% → 12%05
Microsoft Dynamics 365 Finance9%11%55accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise.2% → 9%
Microsoft Dynamics 365 Finance9%11%55accepted challenger▲+7Since October 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise.2% → 9%06Sage Intacct5%13%47accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise.2% → 5%
Sage Intacct5%13%47accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise.2% → 5%07
Workday Financial Management4%5%44accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Workday Financial Management4%5%44accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%08
Xero4%71%21criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Xero4%71%21criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%Show the one product at 0%, ordered by negative rate
09
QuickBooks0%83%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
QuickBooks0%83%18criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five 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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Oracle NetSuite30%
Oracle NetSuite30%02SAP S/4HANA Finance12%
SAP S/4HANA Finance12%03Acumatica12%
Acumatica12%04Oracle Fusion Cloud ERP12%
Oracle Fusion Cloud ERP12%05Microsoft Dynamics 365 Finance9%
Microsoft Dynamics 365 Finance9%06Sage Intacct5%
Sage Intacct5%07Workday Financial Management4%
Workday Financial Management4%08Xero4%
Xero4%09QuickBooks0%
QuickBooks0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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.
Xero71%
15 of 21 labels negative · 11 of 14 models · 8 hard negative
“Xero is a strong contender for mid-market companies, but large enterprises should consider platforms built from the ground up for complexity and scale.” GLM 4.7 FlashX, negative prompt
QuickBooks83%
15 of 18 labels negative · 10 of 14 models · 10 hard negative
“Large enterprises should steer clear of platforms designed for small businesses (QuickBooks, FreshBooks, Xero, Wave, Zoho Books)” GLM 4.7 FlashX, negative prompt
FreshBooks100%
9 of 9 labels negative · 9 of 14 models · 7 hard negative
“FreshBooks is designed for freelancers and service-based businesses... it doesn't support true multi-entity accounting. Large enterprises managing complex financial structures should avoid platforms not built for their scale.” Claude Haiku 4.5, negative prompt
Oracle NetSuite19%
12 of 62 labels negative · 8 of 14 models · 1 hard negative
“Avoid per-user-based platforms like NetSuite or Sage Intacct for this use case” DeepSeek V4 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 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. 777 links across 274 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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.
30 answers · 36 citations · 11 models
vendor site · G225 answers · 34 citations · 10 models
22 answers · 43 citations · 12 models
21 answers · 22 citations · 8 models
vendor site · NetSuite20 answers · 27 citations · 9 models
19 answers · 20 citations · 10 models
vendor site · FinStackk18 answers · 18 citations · 9 models
vendor site · Capterra13 answers · 15 citations · 9 models
13 answers · 14 citations · 8 models
13 answers · 13 citations · 7 models
vendor site · GetApp11 answers · 12 citations · 9 models
vendor site · Trullion9 answers · 9 citations · 7 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.
19 answers · 7 models
18 answers · 9 models
18 answers · 9 models
17 answers · 8 models
14 answers · 8 models
11 answers · 8 models
9 answers · 8 models
9 answers · 9 models
9 answers · 9 models
9 answers · 7 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 30%, Oracle Financials Cloud 0% | 30% | 542 | 450,000 | 66,611 | ||||
| Oracle Fusion oracle.com Oracle Fusion Cloud ERP 12%, Oracle Fusion Cloud Financials 7% | 19% | 121 | 3,600 | 11 | 7,410,638 company | $247 | 101 | |
| SAP Cloud ERP sap.com SAP S/4HANA Finance 12%, SAP Cloud ERP 2% | 14% | 63 | 2,214,514 | $1,251 | 23 | |||
| Acumatica acumatica.com | 12% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Finance 9%, Microsoft 0% | 9% | 108 | 2,240,000 | 403,136 | 145,358,109 company | $12,455 | 103 | |
| Sage sage.com Sage Intacct 5% | 5% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | 1 |
| Workday parent site Workday Financial Management 4% | 4% | 110 | 1,220,000 | 23,848 | ||||
| Xero xero.com | 4% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 2 |
| NetSuite parent site NetSuite ERP 2% | 2% | 5 | 135,000 | 4,476 | ||||
| Striven striven.com | 2% | 26 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (g2.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 4.5NetSuite ERP, SAP S/4HANA FinanceOracle NetSuiteChangedno first choiceXerono first choiceagainst: FreshBooks, Microsoft Dynamics 365 Business Central, Microsoft Dynamics 365 Finance
Four alternatives
Billtrust, Oracle Financials Cloud, QuickBooks, Sage IntacctTwo alternatives
SAP S/4HANA Finance, Workday Financial ManagementTwo alternatives
Oracle NetSuite, Sage IntacctGPT-5.4 miniOracle Fusion Cloud ERP, Oracle Fusion Cloud FinancialsOracle Fusion Cloud ERP, Oracle Fusion Cloud Financials, SAP Cloud ERP, SAP S/4HANA FinanceChangedOracle Financials Cloud, Oracle Fusion Cloud Financials, SAP Cloud ERP, SAP S/4HANA FinanceOracle Fusion Cloud ERPagainst: QuickBooksno first choiceagainst: FreshBooks, Microsoft Dynamics 365 Finance, QuickBooks, QuickBooks Online, Sage Intacct, Xero
One alternative
Sage IntacctTwo alternatives
Microsoft Dynamics 365 Finance, Workday Financial ManagementFour alternatives
Infor CloudSuite Financials, Microsoft Dynamics 365 Finance, Oracle NetSuite, Workday Financial ManagementTwo alternatives
Oracle NetSuite, SAP S/4HANA Cloud / RISE with SAPGemini 3.5 FlashOracle NetSuiteagainst: QuickBooks, XeroOracle Fusion Cloud ERPChangedagainst: Oracle NetSuiteno first choiceAcumaticano first choiceagainst: FreshBooks, Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks, Sage 50, Sage Intacct, Wave, Xero, Zoho Books
Four alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Workday Financial ManagementSix alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365, Oracle Fusion Cloud ERP, SAP S/4HANA FinancePerplexity SonarOracle NetSuiteOracle Fusion Cloud ERPChangedagainst: Oracle NetSuiteno first choiceMicrosoft Dynamics 365 Financeagainst: Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Finance, Xerono first choiceagainst: FreshBooks, Odoo, QuickBooks, QuickBooks Desktop-based environments, QuickBooks Online, Wave, Xero, Zoho Books
Four alternatives
Maxio, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage IntacctThree alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Workday Financial ManagementSeven alternatives
Acumatica, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementGrok 4.20Oracle NetSuiteOracle NetSuiteHeldOracle NetSuiteagainst: QuickBooks, XeroAcumaticaagainst: Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Finance, Workday Financial Managementno first choiceagainst: FreshBooks, QuickBooks, Sage, Xero
Five alternatives
Acumatica, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage IntacctFive alternatives
Acumatica, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementSix alternatives
Microsoft Dynamics 365, Oracle NetSuite, QuickBooks, Sage Intacct, Workday Financial Management, XeroMistral SmallOracle NetSuiteSage IntacctChangedOracle NetSuiteagainst: QuickBooksOracle NetSuite, Sage Intacctagainst: Acumaticano first choiceagainst: QuickBooks, QuickBooks Online
Four alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementTwo alternatives
BlackLine, NetSuite ERPFive alternatives
Acumatica, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementOne alternative
Microsoft Dynamics 365 FinanceDeepSeek V4 FlashOracle NetSuiteSAP S/4HANA FinanceChangedagainst: Oracle NetSuiteno first choiceAcumaticaagainst: Oracle NetSuite, Sage Intacctno first choiceagainst: Deltek Costpoint, Microsoft Dynamics GP, Oracle Fusion Cloud ERP, QuickBooks, Sage, Wave, Xero
Four alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage IntacctTwo alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERPSix alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementOne alternative
SAP S/4HANA FinanceLlama 4 Maverickno first choiceStrivenChangedno first choiceagainst: FinStackkOracle NetSuiteno first choiceagainst: Oracle, Oracle NetSuite, SAP S/4HANA Finance
Four alternatives
Accounting Seed, Eleven, NetSuite ERP, Sage IntacctSeven alternatives
Acumatica, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Ramp, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementQwen 3.7 FlashOracle NetSuiteOracle Fusion Cloud Financials, SAP S/4HANA Finance, Workday Financial ManagementChangedagainst: Oracle NetSuiteSAP S/4HANA FinanceAcumaticaagainst: Oracle, SAP S/4HANA Financeno first choiceagainst: Microsoft Dynamics GP, Oracle NetSuite, QuickBooks Online, Sage 50, Tally Prime, Xero, Zoho Books
Four alternatives
Acumatica, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage IntacctFour alternatives
Infor CloudSuite Financials, Microsoft Dynamics 365 Finance, Oracle NetSuite, Workday Financial ManagementOne alternative
Microsoft Dynamics 365 FinanceKimi K2Oracle NetSuiteMicrosoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA FinanceChangedOracle Fusion Cloud ERP, SAP S/4HANA Financeagainst: QuickBooksAcumaticaagainst: Microsoft Dynamics 365 Finance, Oracle NetSuite, SAP S/4HANA Finance, Sage Intacctno first choiceagainst: Excel or Google Sheets, FreshBooks, Oracle, QuickBooks, SAP S/4HANA Finance, Sage 50, Wave, Workday Financial Management, Xero
Four alternatives
Acumatica, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage IntacctFour alternatives
Infor CloudSuite Financials, Oracle NetSuite, Sage Intacct, Workday Financial ManagementFour alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, Sage Intacct, Workday Financial ManagementOne alternative
XeroGLM 4.7 FlashXOracle NetSuite, Sage IntacctMicrosoft Dynamics 365 Finance, Oracle NetSuiteChangedOracle NetSuite, SAP S/4HANA FinanceOracle NetSuiteagainst: Oracle Fusion Cloud ERP, QuickBooks Online, SAP S/4HANA Finance, Xerono first choiceagainst: FreshBooks, QuickBooks, Wave, Xero, Zoho Books
Two alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA FinanceOne alternative
Sage IntacctEight alternatives
Acumatica, Epicor Kinetic, Infor CloudSuite Financials, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Sage Intacct, Sylogist Mission ERP, Workday Financial ManagementTwo alternatives
Microsoft Dynamics 365 Finance, Sage IntacctMiniMax M2.5Microsoft Dynamics 365 Finance, Oracle NetSuiteMicrosoft Dynamics 365 Finance, Oracle NetSuite, SAP S/4HANA FinanceChangedno first choiceAcumaticaagainst: Sage Intacctno first choiceagainst: QuickBooks, Sage, Xero
Three alternatives
Acumatica, SAP S/4HANA Finance, Sage IntacctTwo alternatives
Sage Intacct, Workday Financial ManagementFive alternatives
Microsoft, Oracle, Oracle NetSuite, SAP S/4HANA Finance, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365, Oracle NetSuite, SAP S/4HANA FinanceGPT-6 LunaOracle Fusion Cloud ERPOracle Fusion Cloud FinancialsChangedno first choiceSAP S/4HANA Financeagainst: Microsoft Dynamics 365 Financeno first choiceagainst: FreshBooks, Intuit Enterprise Suite, QuickBooks Online, Wave, Xero
Three alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, SAP S/4HANA FinanceThree alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Workday Financial ManagementOne alternative
Sage IntacctMuse Glimmer 30BOracle NetSuiteWorkday Financial ManagementChangedOracle NetSuiteAcumatica, Xeroagainst: Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Finance, Sage Intacctno first choiceagainst: FreshBooks, QuickBooks, QuickBooks Online, Xero, Zoho Books
Six alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP Business ByDesign, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365, Oracle Fusion Cloud ERP, SAP S/4HANA FinanceFive alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementBold 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.
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 | 2026-11-01 09:46 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:06 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:59 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:44 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:44 | yes | 19 | 27 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:10 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:40 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:08 | yes | 10 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:49 | yes | 13 | 150 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:59 | yes | 14 | 76 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:45 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:58 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:34 | yes | 10 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:47 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:02 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:29 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:17 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 21 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | yes | 15 | 53 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:59 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:53 | yes | 5 | 16 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:01 | yes | 5 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:45 | yes | 4 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:06 | yes | 15 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:25 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:18 | yes | 8 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:10 | no | 0 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:02 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:35 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:13 | yes | 23 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:55 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:07 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 10 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:32 | yes | 20 | 102 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:42 | yes | 10 | 49 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 7 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:07 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:48 | yes | 19 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:42 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:11 | yes | 11 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:36 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:33 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:22 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:52 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | yes | 10 | 48 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:10 | yes | 20 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:12 | yes | 11 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:31 | yes | 5 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:43 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:25 | yes | 22 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:29 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:13 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:54 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 5 | 46 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:27 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | yes | 24 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:46 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:38 | yes | 19 | 46 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:33 | yes | 15 | 56 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:27 | yes | 5 | 47 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:52 | yes | 3 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:28 | yes | 15 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:14 | yes | 19 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:20 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:31 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:34 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 9 | 32 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:28 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:30 | yes | 25 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:54 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:20 | yes | 25 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:27 | yes | 19 | 81 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:45 | yes | 15 | 50 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:06 | yes | 5 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 15 | 20 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 Business Central read as Microsoft Dynamics 365 Business Central
Infor CloudSuite read as Infor CloudSuite Financials
Microsoft Dynamics read as Microsoft Dynamics 365
Microsoft Dynamics 365 Finance & Operations read as Microsoft Dynamics 365 Finance
NetSuite read as Oracle NetSuite
NetSuite (Oracle NetSuite) read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
Oracle Cloud ERP (Financials Cloud) read as Oracle Fusion Cloud ERP
Oracle Cloud ERP (Financials) read as Oracle Fusion Cloud ERP
Oracle ERP read as Oracle Fusion Cloud ERP
Oracle Fusion read as Oracle Fusion Cloud ERP
Oracle Fusion Cloud 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 read as SAP S/4HANA Finance
SAP S/4HANA Cloud read as SAP S/4HANA Finance
SAP S/4HANA Cloud (Public Edition) read as SAP S/4HANA Finance
SAP S/4HANA Cloud (RISE with SAP) read as SAP S/4HANA Finance
SAP S/4HANA Cloud (or SAP Business ByDesign) read as SAP S/4HANA Finance
Workday read as Workday Financial Management
Workday Financials read as Workday Financial Management
Unresolved, counted raw
QuickBooks Desktop-based environments
SAP S/4HANA Cloud / RISE with SAP
Sylogist Mission ERP
Discontinued, still offered
No shut-down product was recommended here.