Accounting software for enterprise buyers
Asked as “accounting software”, and as “general ledger software”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
35%
Contested · SAP S/4HANA Finance 25%
35Oracle NetSuite25SAP S/4HANA Finance19Acumatica21others
35% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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.
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 →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Oracle NetSuite35%
Oracle NetSuite35%02SAP S/4HANA Finance25%
SAP S/4HANA Finance25%03Acumatica19%
Acumatica19%04Sage Intacct8%
Sage Intacct8%05Oracle Fusion Cloud ERP8%
Oracle Fusion Cloud ERP8%06Microsoft Dynamics 365 Finance2%
Microsoft Dynamics 365 Finance2%07Workday Financial Management0%
Workday Financial Management0%08QuickBooks0%
QuickBooks0%09Xero0%
Xero0%What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
QuickBooks73%
11 of 15 labels negative · 10 of 12 models · 8 hard negative
“Platforms to avoid or scrutinize closely include: QuickBooks Enterprise if you need full cloud-native infrastructure, multi-entity consolidated reporting, or full ERP capabilities” Perplexity Sonar, negative prompt
Xero79%
15 of 19 labels negative · 9 of 12 models · 9 hard negative
“Single-entity focus (separate databases per entity, no native multi-entity consolidation or intercompany eliminations)” Grok 4.20, negative prompt
SAP S/4HANA Finance20%
11 of 56 labels negative · 8 of 12 models
“charge on a per-user, per-month basis ... your software license costs alone will exceed $3.6 million annually” Gemini 3.5 Flash, budget prompt
Oracle NetSuite18%
11 of 62 labels negative · 6 of 12 models · 1 hard negative
“Where I'd steer you away... it's really aimed at the mid-market ... not typically the best fit for a large multinational” DeepSeek V4 Flash, paraphrase prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 910 links across 306 sites, every framing counted. Ranked by the number of answers carrying the site or page.
27 answers · 30 citations · 9 models
24 answers · 25 citations · 10 models
23 answers · 23 citations · 9 models
vendor site · Ramp22 answers · 23 citations · 9 models
21 answers · 35 citations · 10 models
vendor site · NetSuite20 answers · 26 citations · 9 models
20 answers · 22 citations · 8 models
20 answers · 21 citations · 9 models
vendor site · Worldmetrics18 answers · 28 citations · 9 models
18 answers · 21 citations · 9 models
17 answers · 17 citations · 9 models
16 answers · 25 citations · 8 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.
23 answers · 10 models
20 answers · 9 models
20 answers · 8 models
20 answers · 9 models
19 answers · 8 models
17 answers · 9 models
12 answers · 7 models
11 answers · 6 models
10 answers · 10 models
9 answers · 9 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 35%, Oracle E-Business Suite 0% | 35% | 542 | 450,000 | 66,611 | ||||
| SAP S/4HANA Finance sap.com | 25% | 63 | 8 | 2,214,514 | $1,251 | 23 | ||
| Acumatica acumatica.com | 19% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| Oracle Fusion oracle.com Oracle Fusion Cloud ERP 8%, Oracle Fusion Cloud Financials 2%, Oracle 0% | 10% | 121 | 450,000 | 66,611 | 7,410,638 company | $247 | 101 | |
| Sage sage.com Sage Intacct 8% | 8% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | 1 |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Finance 2% | 2% | 108 | 390 | 21 | 145,358,109 company | $12,455 | 103 | |
| Workday parent site Workday Financial Management 0% | 0% | 110 | 1,220,000 | 23,848 | ||||
| Infor CloudSuite Financials infor.com | 0% | 14 | 313,194 | $15,428 | 48 | |||
| Microsoft Dynamics 365 | 0% | 12,100 | 604 | |||||
| Odoo odoo.com | 0% | 122 | 49,500 | 3,053 | 406,262 | $644 | 95 |
Google's top ten for the three searches hold 20 sites; 0 of them are among the sites the models cited here. 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 NetSuiteSAP S/4HANA FinanceChangedno first choiceAcumaticaagainst: Oracle NetSuiteno first choiceagainst: QuickBooks, Xero
One alternative
BilltrustTwo alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuiteOne alternative
Microsoft Dynamics 365GPT-5.4 miniOracle Fusion Cloud ERPOracle Fusion Cloud Financials, SAP S/4HANA FinanceChangedOracle Fusion Cloud Financials, SAP S/4HANA FinanceOracle Fusion Cloud ERPagainst: Microsoft Dynamics 365 Financeno first choicenothing named
Three alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage IntacctTwo alternatives
Microsoft Dynamics 365 Finance, Sage IntacctFour alternatives
Infor CloudSuite Financials, Microsoft Dynamics 365 Finance, Oracle NetSuite, Workday Financial ManagementOne alternative
SAP S/4HANA FinanceGemini 3.5 FlashOracle NetSuite, Sage Intacctagainst: QuickBooks Online, XeroOracle Fusion Cloud ERP, SAP S/4HANA FinanceChangedOracle Fusion Cloud ERP, SAP S/4HANA FinanceAcumaticaagainst: Oracle NetSuite, SAP S/4HANA Finance, Workday Financial ManagementOracle NetSuite, Sage Intacctagainst: FreshBooks, Intuit Enterprise Suite, Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks Online, Sage Intacct, Wave, Xero, Zoho Books
Three alternatives
Acumatica, Microsoft Dynamics 365 Finance, SAP S/4HANA FinanceThree alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, Workday Financial ManagementFour alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuite, Sage Intacct, Workday Financial ManagementTwo alternatives
Microsoft Dynamics 365 Finance, OdooThree alternatives
Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Workday Financial ManagementPerplexity SonarOracle NetSuiteSAP S/4HANA FinanceChangedno first choiceAcumaticaagainst: Oracle Fusion Cloud ERP, SAP S/4HANA Financeno first choiceagainst: QuickBooks, SAP Business One, Wave, Zoho Books
Three alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Sage IntacctTwo alternatives
Oracle NetSuite, Sage IntacctOne alternative
Oracle NetSuiteGrok 4.20Oracle NetSuiteSAP S/4HANA FinanceChangedagainst: Oracle NetSuiteOracle NetSuiteAcumaticaagainst: Microsoft Dynamics 365 Finance, Oracle NetSuite, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementAcumatica, Oracle NetSuite, Sage Intacctagainst: FreshBooks, Oracle NetSuite, QuickBooks, Wave, Xero
Four alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementFour alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementMistral SmallOracle NetSuiteSAP S/4HANA FinanceChangedOracle NetSuiteagainst: QuickBooksMicrosoft Dynamics 365 Financeagainst: SAP S/4HANA Financeno first choiceagainst: QuickBooks Desktop
Two alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA FinanceTwo alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuiteSix alternatives
Acumatica, Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANA Finance, Sage Intacct, Workday Financial ManagementOne alternative
Oracle NetSuiteDeepSeek V4 FlashOracle NetSuiteagainst: SAP S/4HANA FinanceSAP S/4HANA FinanceChangedagainst: Oracle NetSuiteOracle NetSuite, SAP S/4HANA FinanceAcumaticaagainst: Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, SAP S/4HANA Finance, Xerono first choiceagainst: FreshBooks, Intuit Enterprise Suite, Oracle NetSuite, QuickBooks, SAP S/4HANA Finance, Workday Financial Management, Xero, Zoho Books
Two alternatives
Microsoft Dynamics 365, Sage IntacctThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Workday Financial ManagementFive alternatives
Acumatica, BlackLine, Microsoft Dynamics 365 Finance, Sage Intacct, Workday Financial ManagementLlama 4 MaverickOracle NetSuiteOracle NetSuite, SAP S/4HANA FinanceChangedOracle NetSuiteOracle NetSuiteOracle NetSuiteagainst: BlackLine, FinStackk, Odoo, QuickBooks, Xero
Three 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 ManagementOne alternative
RampTwo alternatives
Acumatica, SAP S/4HANA FinanceQwen 3.7 FlashOracle NetSuiteSAP S/4HANA FinanceChangedagainst: QuickBooks, Xerono first choiceagainst: SAP S/4HANA FinanceAcumaticaagainst: Microsoft Dynamics 365, Oracle NetSuite, SAP S/4HANA Finance, Xerono first choiceagainst: Microsoft Excel, QuickBooks Desktop, QuickBooks Online, Sage 50, Xero
Four alternatives
Acumatica, Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage X3Three alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuiteKimi K2Oracle NetSuiteOracle Fusion Cloud ERP, SAP S/4HANA FinanceChangedSAP S/4HANA FinanceAcumaticaagainst: Microsoft Dynamics 365 Finance, Sage IntacctSage Intacctagainst: FreshBooks, IFS Cloud, Microsoft Dynamics 365, Oracle Cloud/NetSuite, QuickBooks, SAP S/4HANA Finance, Sage 50, Wave, Workday Financial Management, Xero
Three alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage IntacctThree alternatives
Oracle NetSuite, Sage Intacct, Workday Financial ManagementFive alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, Sage Intacct, Workday Financial ManagementTwo alternatives
Oracle NetSuite, SAP S/4HANA FinanceTwo alternatives
Oracle NetSuite, SAP S/4HANA FinanceGLM 4.7 FlashXOracle NetSuiteSAP S/4HANA FinanceChangedno first choiceOracle NetSuite, SAP S/4HANA Financeagainst: QuickBooks, Xerono first choiceagainst: Bench Accounting, FreshBooks, QuickBooks, QuickBooks Desktop, QuickBooks Online, Ramp, Sage, Sage 50, Sage Intacct, Wave, Xero, Zoho Books
Four alternatives
Microsoft Dynamics 365 Finance, QuickBooks, Sage Intacct, XeroFour alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, Workday Financial ManagementTwo alternatives
Acumatica, Microsoft Dynamics 365 FinanceMiniMax M2.5Oracle NetSuiteno first choiceChangedagainst: BlackLine, CCH Tagetik, Sage IntacctSAP S/4HANA FinanceAcumaticaagainst: Oracle NetSuite, SAP S/4HANA Finance, Xerono first choiceagainst: QuickBooks, Xero
Three alternatives
Microsoft Dynamics 365 Finance, SAP S/4HANA Finance, Sage IntacctFour alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, Oracle NetSuite, 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.
Seventy-two 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 | 2026-09-17 17:27 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:45 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:34 | yes | 17 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:29 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:36 | yes | 14 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:37 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:49 | yes | 12 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:39 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:41 | yes | 15 | 67 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:33 | yes | 10 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:32 | yes | 8 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:28 | yes | 5 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:46 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:30 | yes | 2 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:40 | yes | 10 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:33 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:40 | yes | 15 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:38 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:34 | yes | 15 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:28 | yes | 15 | 56 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:43 | yes | 15 | 60 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:28 | yes | 14 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:39 | yes | 5 | 60 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:42 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:43 | yes | 7 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:44 | yes | 22 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 17:40 | yes | 17 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:41 | yes | 14 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:42 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 17:32 | yes | 28 | 83 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:29 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:30 | yes | 10 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:35 | yes | 10 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:39 | no | 0 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:47 | yes | 5 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:34 | yes | 19 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:26 | yes | 2 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:48 | yes | 17 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:46 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:47 | yes | 32 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:38 | yes | 20 | 13 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:47 | yes | 20 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:42 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:30 | yes | 5 | 38 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:36 | yes | 25 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:39 | yes | 19 | 71 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:26 | yes | 21 | 55 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:39 | yes | 19 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:42 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:36 | yes | 7 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 17:46 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:36 | yes | 14 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:31 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:36 | yes | 24 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:45 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:37 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:40 | yes | 15 | 27 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:26 | yes | 15 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:46 | yes | 5 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:45 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:35 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:34 | yes | 13 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 17:26 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:34 | yes | 24 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:29 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:46 | yes | 30 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:39 | yes | 5 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:45 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 17:35 | yes | 29 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:54 | yes | 34 | 66 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:40 | yes | 22 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Acumatica Cloud ERP read as Acumatica
Bench read as Bench Accounting
Dynamics 365 Business Central read as Microsoft Dynamics 365 Business Central
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 Cloud ERP) 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 read as Oracle Fusion Cloud ERP
Oracle ERP Cloud read as Oracle Fusion Cloud ERP
Oracle Fusion Cloud read as Oracle Fusion Cloud ERP
Oracle Fusion Cloud Financial Management read as Oracle Fusion Cloud Financials
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 (Finance) read as SAP S/4HANA Finance
SAP S/4HANA Cloud (Public Edition) read as SAP S/4HANA Finance
Wave Accounting read as Wave
Workday read as Workday Financial Management
Workday Financials read as Workday Financial Management
Unresolved, counted raw
Comp AI
Fulfil
Oracle Cloud/NetSuite
Discontinued, still offered
No shut-down product was recommended here.