Accounting software
Asked as “accounting software”, and as “general ledger software”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
47%
Clear leader
47Sage Intacct23Wave15Zoho Books15others
47% of first choices, clear leader.
Since October 2026▲+3Since October 2026: 44% → 47%, +3 points. Inside the 10-point floor: within noise.Sage Intacct held the lead, +3 points on 44%, 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.This pageEnterprise
Oracle NetSuite30%Contested▼−2Since October 2026: 32% → 30%, −2 points. Inside the 10-point floor: within noise.Standing →
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.This pageEnterpriseOracle NetSuite30%Contested▼−2Since October 2026: 32% → 30%, −2 points. Inside the 10-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Sage Intacct47%5%44endorsed leader▲+3Since October 2026: 44% → 47%, +3 points. Inside the 10-point floor: within noise.44% → 47%
Sage Intacct47%5%44endorsed leader▲+3Since October 2026: 44% → 47%, +3 points. Inside the 10-point floor: within noise.44% → 47%02
Wave23%15%34accepted challenger▲+4Since October 2026: 19% → 23%, +4 points. Inside the 10-point floor: within noise.19% → 23%
Wave23%15%34accepted challenger▲+4Since October 2026: 19% → 23%, +4 points. Inside the 10-point floor: within noise.19% → 23%03
Zoho Books15%3%30accepted challenger▲+4Since October 2026: 11% → 15%, +4 points. Inside the 10-point floor: within noise.11% → 15%
Zoho Books15%3%30accepted challenger▲+4Since October 2026: 11% → 15%, +4 points. Inside the 10-point floor: within noise.11% → 15%04Oracle NetSuite13%8%48accepted challenger▼−8Since October 2026: 21% → 13%, −8 points. Inside the 10-point floor: within noise.21% → 13%
Oracle NetSuite13%8%48accepted challenger▼−8Since October 2026: 21% → 13%, −8 points. Inside the 10-point floor: within noise.21% → 13%05QuickBooks Online2%42%50criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
QuickBooks Online2%42%50criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
11
QuickBooks0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
QuickBooks0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Sage0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Sage0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%06
Xero0%24%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Xero0%24%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%09
FreshBooks0%18%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
FreshBooks0%18%28accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%08
Acumatica0%0%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Acumatica0%0%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
Microsoft Dynamics 365 Business Central0%0%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Microsoft Dynamics 365 Business Central0%0%19accepted 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.
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Sage Intacct47%
Sage Intacct47%02Wave23%
Wave23%03Zoho Books15%
Zoho Books15%04Oracle NetSuite13%
Oracle NetSuite13%05QuickBooks Online2%
QuickBooks Online2%06Xero0%
Xero0%07Microsoft Dynamics 365 Business Central0%
Microsoft Dynamics 365 Business Central0%08Acumatica0%
Acumatica0%09FreshBooks0%
FreshBooks0%10Sage0%
Sage0%11QuickBooks0%
QuickBooks0%What they warned about
Nine of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick 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.
QuickBooks Online42%
21 of 50 labels negative · 10 of 14 models · 1 hard negative
“QuickBooks Online (if you value your time and sanity)” DeepSeek V4 Flash, negative prompt
Xero24%
11 of 45 labels negative · 7 of 14 models
“Xero's support is notoriously slow. If you have a critical error before tax day, getting immediate help is very difficult.” Qwen 3.7 Flash, negative prompt
Sage60%
6 of 10 labels negative · 6 of 14 models · 3 hard negative
“Avoid at all costs: FreshBooks (price lock-in), Sage 50 (support), and QuickBooks Online” DeepSeek V4 Flash, negative prompt
SAP S/4HANA Finance100%
6 of 6 labels negative · 6 of 14 models · 2 hard negative
“Frequently called out in professional forums for buggy implementations, error-prone routines, and overkill complexity” Grok 4.20, negative 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
67 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. 674 links across 206 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.
21 answers · 24 citations · 10 models
vendor site · Capterra18 answers · 25 citations · 10 models
15 answers · 16 citations · 8 models
14 answers · 24 citations · 10 models
13 answers · 14 citations · 10 models
vendor site · Sage11 answers · 22 citations · 6 models
11 answers · 13 citations · 7 models
11 answers · 12 citations · 8 models
vendor site · Xero11 answers · 11 citations · 8 models
vendor site · Zapier10 answers · 10 citations · 7 models
vendor site · NetSuite9 answers · 17 citations · 3 models
9 answers · 9 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.
11 answers · 8 models
10 answers · 7 models
10 answers · 10 models
10 answers · 7 models
9 answers · 8 models
8 answers · 8 models
8 answers · 8 models
7 answers · 7 models
7 answers · 5 models
7 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Sage sage.com Sage Intacct 47% | 47% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | 1 |
| Wave waveapps.com | 23% | 363 | 368,000 | 253,218 | 708,862 | 39 | 4 | |
| Zoho zoho.com Zoho Books 15% | 15% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Oracle parent site Oracle NetSuite 13% | 13% | 542 | 450,000 | 66,611 | ||||
| QuickBooks quickbooks.ninja QuickBooks Online 2% | 2% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Xero xero.com | 0% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 2 |
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 0%, Microsoft Dynamics 365 Finance 0% | 0% | 140 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 | |
| Acumatica acumatica.com | 0% | 142 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| FreshBooks freshbooks.com | 0% | 304 | 40,500 | 389 | 305,801 | $221 | 113 | |
| Microsoft Dynamics 365 | 0% | 12,100 | 604 |
Google's top ten for the three searches hold 20 sites; 4 of them are among the sites the models cited here (forbes.com, quickbooks.intuit.com, sage.com, xero.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 a mid-market B2B company?”Paraphrase“Which general ledger software would you recommend to a mid-sized B2B company?”Comparative“What are the top accounting platforms and how do they differ?”Budget-constrained“What is the best accounting software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an accounting software. What should we look at?”Negative“Which accounting platforms should I avoid or be cautious about?”
Claude Haiku 4.5Sage Intacctagainst: XeroSage IntacctHeldagainst: QuickBooks OnlineQuickBooks OnlineWave, Zoho Booksno first choiceagainst: QuickBooks Online
Four alternatives
Microsoft Dynamics 365, Oracle NetSuite, QuickBooks Online, SAP Business OneTwo alternatives
Oracle NetSuite, Zoho BooksSeven alternatives
Acumatica, FreshBooks, Oracle NetSuite, Sage Intacct, Wave, Xero, Zoho BooksTwo alternatives
Sage Start, XeroGPT-5.4 miniSage IntacctSage IntacctHeldQuickBooks OnlineWave, Zoho Booksagainst: QuickBooks Onlineno first choicenothing named
Two alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteTwo alternatives
QuickBooks, Sage X3Five alternatives
FreshBooks, Sage Intacct, Wave, Xero, Zoho BooksOne alternative
XeroGemini 3.5 FlashOracle NetSuite, Sage Intacctagainst: QuickBooks Online, XeroSage IntacctChangedagainst: QuickBooks Online, XeroQuickBooks OnlineWave, Zoho Booksagainst: GnuCash, Odoono first choiceagainst: FreshBooks, QuickBooks, Xeroagainst: FreshBooks, GoDaddy Bookkeeping, Legacy QuickBooks Desktop 2021–2023, Oracle NetSuite, QuickBooks Online, SAP S/4HANA Finance, Sage Intacct, Wave
Two alternatives
Acumatica, Microsoft Dynamics 365 Business CentralFour alternatives
Acumatica, Certinia, Microsoft Dynamics 365 Business Central, Oracle NetSuiteSeven alternatives
FreshBooks, Microsoft Dynamics 365 Business Central, Oracle NetSuite, Sage Intacct, Wave, Xero, Zoho BooksThree alternatives
Sage Accounting, Xero, ZipBooksPerplexity SonarSage Intacctagainst: QuickBooks OnlineSage IntacctHeldagainst: QuickBooks Online, XeroQuickBooks Online, XeroZoho Booksagainst: QuickBooks Onlineno first choiceagainst: BILL, Bench Accounting, Brex, Expensify, QuickBooks Online, Ramp, Wave
Four alternatives
Maxio, Microsoft Dynamics 365 Business Central, Oracle NetSuite, RilletTwo alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteFive alternatives
FreshBooks, Oracle NetSuite, Sage Intacct, Wave, Zoho BooksTwo alternatives
Wave, XeroGrok 4.20Sage IntacctSage IntacctHeldagainst: Sage 50QuickBooks Online, XeroWaveagainst: QuickBooks Onlineno first choiceagainst: QuickBooks, Xeroagainst: 100 Accountant, Alegra, EasierAccounting, MYOB, Navision, Oracle Financials Cloud, QuickBooks, SAP S/4HANA Finance, Sage, Xero
Four alternatives
Acumatica, Oracle NetSuite, QuickBooks Online, XeroFour alternatives
Accounting Seed, Oracle NetSuite, QuickBooks Online, XeroFive alternatives
FreshBooks, Oracle NetSuite, Sage, Wave, Zoho BooksTwo alternatives
FreshBooks, Zoho BooksThree alternatives
Microsoft Dynamics 365, Oracle NetSuite, Sage IntacctMistral SmallSage IntacctOracle NetSuite, Sage IntacctChangedQuickBooks Online, XeroWaveagainst: QuickBooks Onlineno first choiceagainst: Ramp
Three alternatives
Acumatica, Oracle NetSuite, QuickBooks OnlineTwo alternatives
Acumatica, ElevenFive alternatives
FreshBooks, Oracle NetSuite, Sage Accounting, Wave, Zoho BooksTwo alternatives
Xero, Zoho BooksDeepSeek V4 FlashOracle NetSuiteSage IntacctChangedagainst: DualEntryQuickBooks Onlineagainst: Oracle NetSuiteWave, Zoho BooksSage Intacctagainst: QuickBooks Onlineagainst: Akaunting, FreshBooks, Kashoo, QuickBooks Online, Sage
Four alternatives
Acumatica, Microsoft Dynamics 365 Business Central, QuickBooks Online, Sage IntacctFour alternatives
Acumatica, Oracle NetSuite, QuickBooks, QuickBooks OnlineFive alternatives
FreshBooks, Sage, Wave, Xero, Zoho BooksTwo alternatives
FreshBooks, XeroTwo alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteLlama 4 MaverickQuickBooks OnlineSage IntacctChangedno first choiceWaveno first choiceagainst: Bench Accounting, Microsoft Dynamics Great Plains, QuickBooks Online, SAP S/4HANA Finance, Sage, Workday Financial Management
Three alternatives
Acumatica, Oracle NetSuite, Sage IntacctThree alternatives
DualEntry, QuickBooks Online, Sage 50Three alternatives
FreshBooks, QuickBooks Online, Zoho BooksQwen 3.7 FlashOracle NetSuiteagainst: QuickBooks, XeroOracle NetSuiteHeldagainst: QuickBooks OnlineQuickBooks Online, XeroWaveagainst: QuickBooksOracle NetSuiteagainst: QuickBooks, SAP S/4HANA Finance, Sage Intacctagainst: FreshBooks, Peachtree, QuickBooks Online, Sage 50, Wave, Xero, Zoho Books
Two alternatives
Microsoft Dynamics 365 Business Central, Sage IntacctTwo alternatives
Acumatica, Microsoft Dynamics 365 Business CentralTwo alternatives
FreshBooks, WaveThree alternatives
FreshBooks, Kashoo, Zoho BooksThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, SAP Business ByDesignKimi K2Sage Intacctagainst: QuickBooks OnlineSage IntacctHeldQuickBooks OnlineWaveagainst: QuickBooks OnlineSage Intacctagainst: QuickBooks Online, Xeroagainst: Bench Accounting, Oracle, QuickBooks Online, SAP S/4HANA Finance, Wave, Workday Financial Management
Three alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteThree alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks OnlineSix alternatives
FreshBooks, Oracle NetSuite, Sage Intacct, Wave, Xero, Zoho BooksThree alternatives
FreshBooks, Xero, Zoho BooksThree alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, SAP Business OneGLM 4.7 FlashXSage IntacctSage IntacctHeldQuickBooks Online, XeroWave, Zoho Booksagainst: Akaunting, GnuCashno first choiceagainst: FreshBooks, MYOB, Oracle NetSuite, QuickBooks, Sage, Xero
Three alternatives
Acumatica, Microsoft Dynamics 365 Finance, NetSuite ERPTwo alternatives
Oracle NetSuite, QuickBooks OnlineThree alternatives
Oracle NetSuite, Sage Accounting, WaveThree alternatives
FreshBooks, QuickBooks Online, XeroMiniMax M2.5Oracle NetSuiteSage IntacctChangedQuickBooks OnlineWaveno first choiceagainst: Intuit Quicken, Peachtree, Sage
Four alternatives
Acumatica, QuickBooks, Sage Intacct, XeroTwo alternatives
DualEntry, Oracle NetSuiteFive alternatives
FreshBooks, Sage Intacct, Wave, Xero, Zoho BooksTwo alternatives
Xero, Zoho BooksGPT-6 LunaSage IntacctSage IntacctHeldQuickBooks Onlineagainst: Oracle NetSuiteZoho Booksagainst: QuickBooksno first choiceagainst: Bench Accounting, QuickBooks Desktop, Wave
Three alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteSix alternatives
FreshBooks, Microsoft Dynamics 365 Business Central, Sage 50, Sage Intacct, Xero, Zoho BooksOne alternative
WaveMuse Glimmer 30BSage IntacctSage IntacctHeldQuickBooks OnlineWave, Zoho Booksno first choiceagainst: Bench Accounting, CCH, Microsoft Dynamics Great Plains, Navision, QuickBooks, SAP S/4HANA Finance, Sage, Thomson Reuters
Five alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks Online, XeroTwo alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteNine alternatives
FreshBooks, Oracle NetSuite, SAP Cloud ERP, Sage, Sage 50cloud, Sage Intacct, Wave, Xero, Zoho BooksOne alternative
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.
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 10:04 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:57 | yes | 3 | 5 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 09:41 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:24 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 15 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:34 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | yes | 24 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:22 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:50 | yes | 5 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:34 | yes | 15 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:29 | yes | 15 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:16 | yes | 5 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:43 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:56 | yes | 13 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:57 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:59 | yes | 3 | 6 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 10:05 | no | 0 | 11 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:48 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:24 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:05 | yes | 22 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:02 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:07 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:27 | yes | 10 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:47 | yes | 14 | 34 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | yes | 5 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:20 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:21 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:52 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:25 | yes | 6 | 8 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 08:55 | yes | 7 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:39 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 29 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:57 | yes | 15 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 23 | 30 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:15 | no | 0 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:28 | yes | 10 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:00 | yes | 15 | 56 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 5 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:09 | yes | 8 | 16 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:46 | yes | 13 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:48 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | yes | 3 | 5 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 10:01 | yes | 8 | 13 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:54 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 27 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:22 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:03 | yes | 19 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:33 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:45 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:58 | yes | 5 | 11 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:51 | yes | 9 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 5 | 102 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:40 | yes | 3 | 7 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:59 | yes | 14 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:18 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:51 | no | 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 10:36 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 10 | 28 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:15 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:59 | yes | 18 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:46 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:37 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:04 | no | 0 | 54 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:24 | yes | 13 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:15 | no | 0 | 66 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:39 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:53 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:08 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | no | 0 | 4 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 12:29 | yes | 13 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:11 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 20 | 35 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:56 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:08 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:36 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:14 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 24 | 55 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:12 | yes | 20 | 90 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:51 | no | 0 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:35 | yes | 3 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:54 | yes | 15 | 21 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
Bench read as Bench Accounting
Bill.com read as BILL
Dynamics 365 Business Central read as Microsoft Dynamics 365 Business Central
Intacct read as Sage Intacct
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
NetSuite (by Oracle) read as Oracle NetSuite
Patriot Software Accounting read as Patriot Software
QuickBooks Online Simple Start read as QuickBooks Online
SAP read as SAP S/4HANA Finance
Sage 50 Accounting read as Sage 50
Sage Business Cloud Accounting read as Sage Accounting
Wave Accounting read as Wave
Workday read as Workday Financial Management
Unresolved, counted raw
100 Accountant
Alegra
Cegid XRP Flex
Dynamics SL
EasierAccounting
GoDaddy Bookkeeping
Intuit Quicken
Legacy QuickBooks Desktop 2021–2023
Sage Start
Discontinued, still offered
No shut-down product was recommended here.