Index › Finance › Accounting and close › Accounting software › Small business · November 2026 Edition
Accounting software for small business buyers
Asked as “accounting software”, and as “general ledger software”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
55%
Clear leader
55QuickBooks Online15Wave13Xero17others
55% of first choices, clear leader.
Since October 2026▲+2Since October 2026: 53% → 55%, +2 points. Inside the 10-point floor: within noise.QuickBooks Online held the lead, +2 points on 53%, 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.This pageMid-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.Standing →
QuickBooks Online55%Clear leader▲+2Since October 2026: 53% → 55%, +2 points. Inside the 10-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01QuickBooks Online55%20%71endorsed leader▲+2Since October 2026: 53% → 55%, +2 points. Inside the 10-point floor: within noise.53% → 55%
QuickBooks Online55%20%71endorsed leader▲+2Since October 2026: 53% → 55%, +2 points. Inside the 10-point floor: within noise.53% → 55%02
Wave15%24%51accepted challenger▼−5Since October 2026: 20% → 15%, −5 points. Inside the 10-point floor: within noise.20% → 15%
Wave15%24%51accepted challenger▼−5Since October 2026: 20% → 15%, −5 points. Inside the 10-point floor: within noise.20% → 15%03
Xero13%6%65accepted challenger▼−5Since October 2026: 18% → 13%, −5 points. Inside the 10-point floor: within noise.18% → 13%
Xero13%6%65accepted challenger▼−5Since October 2026: 18% → 13%, −5 points. Inside the 10-point floor: within noise.18% → 13%04
Zoho Books13%2%54accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 10-point floor: within noise.7% → 13%
Zoho Books13%2%54accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 10-point floor: within noise.7% → 13%05Sage Intacct2%33%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Sage Intacct2%33%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
07Oracle NetSuite0%71%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle NetSuite0%71%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%06
FreshBooks0%16%50accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
FreshBooks0%16%50accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304050607Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01QuickBooks Online55%
QuickBooks Online55%02Wave15%
Wave15%03Xero13%
Xero13%04Zoho Books13%
Zoho Books13%05Sage Intacct2%
Sage Intacct2%06FreshBooks0%
FreshBooks0%07Oracle NetSuite0%
Oracle NetSuite0%What they warned about
Ten of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Grok 4.20, MiniMax M2.5 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.
QuickBooks Online20%
14 of 71 labels negative · 12 of 14 models · 3 hard negative
“Users report unpredictable price hikes, with Intuit raising subscription rates frequently, and 3,599 BBB complaints” Claude Haiku 4.5, negative prompt
Wave24%
12 of 51 labels negative · 9 of 14 models · 3 hard negative
“Multiple users report Wave holding or reversing payments worth thousands of dollars without prior notice... Trustpilot score of 1.2/5” Claude Haiku 4.5, negative prompt
FreshBooks16%
8 of 50 labels negative · 8 of 14 models · 2 hard negative
“The company has a BBB rating of F and a Trustpilot score of just 3.9 from 984 reviews, signaling real customer service problems.” Claude Haiku 4.5, negative prompt
Oracle NetSuite71%
12 of 17 labels negative · 7 of 14 models · 4 hard negative
“Why avoid them: These are Enterprise Resource Planning (ERP) tools designed for mid-to-large corporations.” Gemini 3.5 Flash, 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
74 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. 733 links across 197 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.
32 answers · 37 citations · 11 models
vendor site · Zapier30 answers · 33 citations · 10 models
vendor site · Capterra24 answers · 41 citations · 11 models
23 answers · 27 citations · 11 models
21 answers · 25 citations · 9 models
20 answers · 38 citations · 8 models
19 answers · 19 citations · 9 models
18 answers · 18 citations · 9 models
17 answers · 20 citations · 7 models
vendor site · Xero16 answers · 24 citations · 7 models
vendor site · Zoho11 answers · 13 citations · 6 models
11 answers · 11 citations · 6 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.
30 answers · 10 models
19 answers · 9 models
18 answers · 9 models
18 answers · 9 models
16 answers · 7 models
16 answers · 6 models
11 answers · 7 models
11 answers · 8 models
9 answers · 8 models
8 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 |
|---|---|---|---|---|---|---|---|---|
| QuickBooks quickbooks.ninja QuickBooks Online 55%, QuickBooks 2% | 57% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Wave waveapps.com | 15% | 363 | 368,000 | 253,218 | 708,862 | 39 | 4 | |
| Xero xero.com | 13% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 2 |
| Zoho zoho.com Zoho Books 13% | 13% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Sage sage.com Sage Intacct 2% | 2% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | 1 |
| FreshBooks freshbooks.com | 0% | 304 | 40,500 | 389 | 305,801 | $221 | 113 | |
| Sage parent site Sage 50 0%, Sage Accounting 0% | 0% | 25 | 246,000 | 90,599 | ||||
| Odoo odoo.com | 0% | 122 | 49,500 | 3,053 | 406,262 | $644 | 95 | |
| ZipBooks zipbooks.com | 0% | 7 | 5 | |||||
| Brex brex.com | 0% | 524 | 60,500 | 1,190 | 328,914 | $12,238 | 81 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (forbes.com, quickbooks.intuit.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 small B2B company?”Paraphrase“Which general ledger software would you recommend to a small business that sells to other businesses?”Comparative“What are the top accounting platforms for a small team and how do they differ?”Budget-constrained“What is the best accounting software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an accounting software. What should we look at?”Negative“Which accounting platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5QuickBooks Onlineagainst: WaveQuickBooks OnlineHeldQuickBooks OnlineWaveno first choiceagainst: Akaunting, FreshBooks, QuickBooks Online, Sage 50, Wave
Three alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
Xero, Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksTwo alternatives
Sage, Zoho BooksGPT-5.4 miniQuickBooks Online, Zoho BooksQuickBooks OnlineChangedagainst: QuickBooks LedgerQuickBooks OnlineZoho Booksno first choiceagainst: Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks Desktop, QuickBooks Online, Sage Intacct
One alternative
XeroTwo alternatives
Sage Intacct, XeroFour alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
QuickBooks Online, Wave, XeroGemini 3.5 FlashQuickBooks OnlineQuickBooks OnlineHeldQuickBooks OnlineWave, Zoho Booksagainst: QuickBooksQuickBooks Online, Xeroagainst: Odoo, Oracle NetSuiteagainst: FreshBooks, Oracle NetSuite, QuickBooks Desktop, QuickBooks Online, SAP S/4HANA Finance, Wave, Workday Financial Management
Three alternatives
FreshBooks, Xero, Zoho BooksThree alternatives
FreshBooks, Xero, Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
GnuCash, Xero, ZipBooksEight alternatives
Brex, Chaser, Gusto, Ramp, Rippling, Sage Intacct, SoftLedger, StripePerplexity SonarQuickBooks Onlineagainst: Oracle NetSuite, Sage 50, WaveQuickBooks OnlineHeldagainst: Sage IntacctQuickBooks OnlineZoho Booksagainst: QuickBooks Onlineno first choiceagainst: FreshBooks, QuickBooks, Sage Accounting, Wave
Three alternatives
Maxio, Xero, Zoho BooksTwo alternatives
Xero, Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
Patriot Software, Wave, XeroGrok 4.20QuickBooks OnlineXeroChangedagainst: WaveQuickBooks OnlineWaveQuickBooks, Xeroagainst: QuickBooks Online, Wave, Xero
Four alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
FreshBooks, QuickBooks Online, Sage 50Four alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
FreshBooks, QuickBooks Online, Zoho BooksMistral SmallQuickBooks OnlineQuickBooks OnlineHeldQuickBooks OnlineZoho Booksagainst: FreshBooks, QuickBooks Onlineno first choiceagainst: 1-800-Accountant, Rippling Spend
Five alternatives
FreshBooks, Oracle NetSuite, Wave, Xero, Zoho BooksTwo alternatives
Sage 50, XeroFive alternatives
FreshBooks, Sage Accounting, Wave, Xero, Zoho BooksTwo alternatives
Odoo, WaveDeepSeek V4 FlashQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Onlineagainst: Sage AccountingWaveQuickBooks Onlineagainst: FreshBooks, Oracle NetSuiteagainst: BILL, Oracle NetSuite, QuickBooks Desktop, Rippling Spend, Sage, Xero
Three alternatives
FreshBooks, Xero, Zoho BooksFour alternatives
Sage 50, Sage Accounting, Xero, Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
FreshBooks, QuickBooks Online, Zoho BooksThree alternatives
Sage Intacct, Xero, Zoho BooksLlama 4 MaverickQuickBooks OnlineQuickBooks OnlineHeldQuickBooks OnlineZoho Booksagainst: QuickBooks OnlineQuickBooks Online, Xeroagainst: Intuit Enterprise Suite, Oracle Financials Cloud, QAD, QuickBooks Online, Rippling Spend, Sage
Four alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
Sage 50, Xero, XledgerFour alternatives
FreshBooks, Wave, Xero, Zoho BooksTwo alternatives
Odoo, WaveThree alternatives
FreshBooks, Wave, Zoho BooksQwen 3.7 FlashQuickBooks OnlineQuickBooks OnlineHeldQuickBooks OnlineWave, Zoho Booksagainst: QuickBooks OnlineQuickBooks Online, Sage Intacct, Xeroagainst: Oracle, Oracle NetSuite, QuickBooks Simple Start, Xeroagainst: Excel, Google Sheets, Macola, Microsoft Dynamics 365, Microsoft Money, Oracle NetSuite, Peachtree, QuickBooks Desktop, SAP Business One, Wave
Two alternatives
FreshBooks, XeroThree alternatives
FreshBooks, Xero, Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksTwo alternatives
FreshBooks, Manager.ioKimi K2QuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, XeroWaveagainst: QuickBooks OnlineQuickBooks Onlineagainst: Oracle NetSuite, Sage Intacctagainst: FreshBooks, QuickBooks Desktop, QuickBooks Online
Three alternatives
FreshBooks, Wave, XeroTwo alternatives
FreshBooks, XeroTwo alternatives
FreshBooks, WaveTwo alternatives
FreshBooks, Zoho BooksThree alternatives
FreshBooks, Xero, Zoho BooksGLM 4.7 FlashXQuickBooks Onlineagainst: Oracle NetSuite, WaveQuickBooks OnlineHeldQuickBooks OnlineWaveQuickBooks Online, Xeroagainst: Excel, FreshBooks, Google Sheets, Oracle NetSuite, QuickBooks Online, Rippling Spend, Sage Intacct, Xero
Five alternatives
FreshBooks, Rho, Sage Intacct, Xero, Zoho BooksThree alternatives
BILL, Sage 50, XeroFour alternatives
FreshBooks, Wave, Xero, Zoho BooksFour alternatives
FreshBooks, QuickBooks Online, Xero, Zoho BooksTwo alternatives
Oracle NetSuite, Zoho BooksMiniMax M2.5QuickBooks Online, XeroQuickBooks OnlineChangedQuickBooks OnlineWaveno first choiceagainst: QuickBooks Online, Rippling, Wave
Three alternatives
FreshBooks, Wave, Zoho BooksTwo alternatives
Wave, XeroFive alternatives
FreshBooks, Sage Accounting, Wave, Xero, Zoho BooksFive alternatives
FreshBooks, QuickBooks Solopreneur, Xero, ZipBooks, Zoho BooksGPT-6 LunaQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, Xero, Zoho BooksZoho Booksno first choiceagainst: FreshBooks, QuickBooks Online, Wave, Zoho Books
Two alternatives
Xero, Zoho BooksThree alternatives
QuickBooks, Xero, Zoho BooksTwo alternatives
FreshBooks, WaveOne alternative
WaveMuse Glimmer 30BQuickBooks OnlineQuickBooks Online, XeroChangedQuickBooks OnlineWaveagainst: QuickBooks Solopreneurno first choiceagainst: Bench Accounting, Finaloop, Pilot, QuickBooks Desktop, Rippling Spend, Wave
Three alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
Oracle NetSuite, Sage IntacctFour alternatives
FreshBooks, Wave, Xero, Zoho BooksTwo alternatives
Xero, Zoho BooksBold 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 11:03 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:40 | yes | 3 | 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 13:01 | yes | 8 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 23 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:28 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:03 | yes | 19 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:08 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:49 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:38 | yes | 10 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:01 | yes | 19 | 43 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:46 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:40 | yes | 3 | 8 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:13 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:12 | yes | 3 | 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 11:57 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:19 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:08 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:28 | yes | 25 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:27 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | yes | 5 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:59 | yes | 10 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:08 | yes | 20 | 84 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:41 | yes | 19 | 58 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:58 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 22 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:58 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 3 | 6 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 09:34 | no | 0 | 13 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:53 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 5 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:56 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:51 | yes | 20 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:46 | yes | 5 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:49 | yes | 10 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 15 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:05 | yes | 5 | 26 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:46 | yes | 5 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:23 | yes | 24 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:50 | yes | 3 | 4 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 11:03 | yes | 9 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:39 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:51 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:36 | yes | 7 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:21 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:11 | yes | 5 | 14 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:33 | yes | 15 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:22 | yes | 24 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:25 | no | 0 | 66 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:03 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:47 | yes | 14 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:00 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:49 | no | 0 | 4 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 10:41 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:41 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:33 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:52 | yes | 10 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:58 | yes | 10 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:49 | yes | 8 | 44 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:24 | yes | 9 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:10 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:34 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:20 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:07 | yes | 2 | 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 11:02 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:22 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 15 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:23 | yes | 25 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:53 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:49 | yes | 15 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:32 | yes | 16 | 98 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:01 | yes | 15 | 78 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 4 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:45 | yes | 25 | 34 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
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
Odoo Accounting read as Odoo
Patriot Software Accounting read as Patriot Software
QuickBooks Online Simple Start read as QuickBooks Online
SAP S/4HANA read as SAP S/4HANA Finance
Sage 50 Accounting read as Sage 50
Wave Accounting read as Wave
Workday read as Workday Financial Management
Unresolved, counted raw
1-800-Accountant
LessAccounting
Microsoft Money
Odoo Accounting Free plan
QuickBooks Ledger
Discontinued, still offered
No shut-down product was recommended here.