Accounting software for small business buyers
Asked as “accounting software”, and as “general ledger software”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
53%
Clear leader
53QuickBooks Online20Wave18Xero09others
53% of first choices, clear leader.
Since September 2026▲+1Since September 2026: 51% → 52%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.QuickBooks Online held the lead, +1 point on 51%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
QuickBooks Online53%Clear leader▲+1Since September 2026: 51% → 52%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-market
Sage Intacct44%Clear leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Oracle NetSuite32%Contested▼−2Since September 2026: 35% → 33%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
QuickBooks Online53%Clear leader▲+1Since September 2026: 51% → 52%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-marketSage Intacct44%Clear leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseOracle NetSuite32%Contested▼−2Since September 2026: 35% → 33%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.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 September 2026
01QuickBooks Online53%15%65endorsed leader▲+1Since September 2026: 51% → 52%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.51% → 52%
QuickBooks Online53%15%65endorsed leader▲+1Since September 2026: 51% → 52%, +1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.51% → 52%02
Wave20%29%35criticized challenger=heldSince September 2026: 18% → 19%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 19%
Wave20%29%35criticized challenger=heldSince September 2026: 18% → 19%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.18% → 19%03
Xero18%12%67accepted challenger=heldSince September 2026: 20% → 21%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 21%
Xero18%12%67accepted challenger=heldSince September 2026: 20% → 21%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.20% → 21%04
Zoho Books7%7%54accepted challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 6%
Zoho Books7%7%54accepted challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 6%Show the four products at 0%, ordered by negative rate
08Oracle NetSuite0%75%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Oracle NetSuite0%75%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%07
QuickBooks0%50%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
QuickBooks0%50%12criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%06Sage Intacct0%36%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Sage Intacct0%36%14criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%05
FreshBooks0%23%48accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
FreshBooks0%23%48accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All fifteen head-to-head pages: the top six products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01QuickBooks Online53%
QuickBooks Online53%02Wave20%
Wave20%03Xero18%
Xero18%04Zoho Books7%
Zoho Books7%05FreshBooks0%
FreshBooks0%06Sage Intacct0%
Sage Intacct0%07QuickBooks0%
QuickBooks0%08Oracle NetSuite0%
Oracle NetSuite0%What they warned about
Five 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, 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.
FreshBooks23%
11 of 48 labels negative · 9 of 14 models · 1 hard negative
“Avoid: FreshBooks if you need inventory, purchase orders, or robust financial reporting” Kimi K2, negative prompt
QuickBooks Online15%
10 of 65 labels negative · 9 of 14 models
“platforms that small businesses should be cautious about or avoid. Some of the platforms mentioned include QuickBooks Online, QuickBooks Enterprise, and NetSuite.” Llama 4 Maverick, negative prompt
Wave29%
10 of 35 labels negative · 9 of 14 models
“Wave is not ideal for scaling up; it lacks advanced features like project tracking or detailed customization options, and its customer support is limited” Claude Haiku 4.5, negative prompt
Oracle NetSuite75%
9 of 12 labels negative · 8 of 14 models · 5 hard negative
“the clearest "avoid or be cautious" candidates are **NetSuite**... an **ERP**, not really small-business accounting software” Perplexity Sonar, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
72 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. 914 links across 192 sites, every framing counted. Ranked by the number of answers carrying the site or page. 3 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
34 answers · 61 citations · 11 models
27 answers · 44 citations · 9 models
23 answers · 30 citations · 9 models
23 answers · 27 citations · 10 models
vendor site · Xero22 answers · 31 citations · 10 models
21 answers · 22 citations · 8 models
20 answers · 22 citations · 8 models
17 answers · 23 citations · 8 models
17 answers · 17 citations · 8 models
16 answers · 17 citations · 8 models
16 answers · 16 citations · 8 models
15 answers · 24 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.
21 answers · 8 models
21 answers · 10 models
20 answers · 8 models
20 answers · 10 models
17 answers · 8 models
16 answers · 8 models
15 answers · 7 models
14 answers · 8 models
14 answers · 8 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| QuickBooks quickbooks.ninja QuickBooks Online 53%, QuickBooks 0% | 53% | 621 | 1,000,000 | 54,681 | 253 company | |||
| Wave waveapps.com | 20% | 323 | 368,000 | 253,218 | 708,862 | 39 | 4 | |
| Xero xero.com | 18% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 2 |
| Zoho zoho.com Zoho Books 7% | 7% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| KashFlow kashflow.com | 2% | 5 | ||||||
| FreshBooks freshbooks.com | 0% | 330 | 40,500 | 389 | 305,801 | $221 | 113 | |
| Patriot patriotsoftware.com Patriot Software 0% | 0% | 10 | 1,375,182 company | 41 | 9 | |||
| AccountEdge accountedge.com | 0% | 6 | ||||||
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 0% | 0% | 115 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 | |
| QuickBooks parent site QuickBooks Solopreneur 0% | 0% | 4 | 1,000,000 | 54,681 |
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 4.5no first choiceQuickBooks OnlineChangedQuickBooks OnlineWave, Zoho Booksno first choiceagainst: Excel, FreshBooks, Kashoo, Microsoft Business Central, Odoo, Wave
Three alternatives
Sage Intacct, Xero, Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksTwo alternatives
Patriot Software, XeroGPT-5.4 miniQuickBooks OnlineQuickBooks Online, XeroChangedagainst: Sage IntacctQuickBooks Onlineagainst: WaveZoho Booksno first choiceagainst: FreshBooks, QuickBooks Online, Xero
Two alternatives
FreshBooks, XeroOne alternative
Zoho BooksThree alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
QuickBooks Online, XeroGemini 3.5 FlashXeroQuickBooks OnlineChangedQuickBooks Online, XeroWaveagainst: QuickBooks Online, XeroQuickBooks Online, Xeroagainst: Oracle NetSuite, SAP S/4HANA Financeagainst: FreshBooks, Oracle NetSuite, QuickBooks Online, SAP Business One, Sage 50, Sage Intacct, Wave
Three alternatives
FreshBooks, QuickBooks Online, Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksThree alternatives
FreshBooks, Wave, Zoho BooksFour alternatives
Odoo, Patriot Software, Quicken Business & Personal, Zoho BooksTwo alternatives
Sage Intacct, Zoho BooksPerplexity SonarQuickBooks OnlineQuickBooks Online, XeroChangedQuickBooks OnlineWaveagainst: Xerono first choiceagainst: Oracle NetSuite, Wave, Xero, Zoho Books
Three alternatives
FreshBooks, Xero, Zoho BooksThree alternatives
CustomBooks, Sage Accounting, aACEFour alternatives
FreshBooks, Wave, Xero, Zoho BooksTwo alternatives
QuickBooks Solopreneur, Zoho BooksGrok 4.1 FastQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, XeroWaveQuickBooks Onlineagainst: Acumatica, Akaunting, FreshBooks, Oracle NetSuite, QuickBooks Online, Sage Intacct, Wave
Three alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
FreshBooks, XeroThree alternatives
FreshBooks, Wave, Zoho BooksFour alternatives
FreshBooks, QuickBooks Online, Xero, Zoho BooksTwo alternatives
Xero, Zoho BooksMistral SmallQuickBooks OnlineQuickBooks Online, XeroChangedQuickBooks OnlineWaveno first choiceagainst: FreshBooks, Oracle NetSuite, QuickBooks, Sage, Zoho Books
Two alternatives
FreshBooks, XeroTwo alternatives
FreshBooks, Zoho BooksThree alternatives
FreshBooks, Xero, Zoho BooksOne alternative
Zoho BooksDeepSeek V4 FlashQuickBooks Online, XeroQuickBooks OnlineChangedQuickBooks Onlineagainst: WaveWaveagainst: QuickBooksQuickBooks Onlineagainst: FreshBooks, Oracle NetSuite, Sage Intacctagainst: FreshBooks, MYOB, QuickBooks Online, Sage 50cloud, Wave, Zoho Books
Three alternatives
FreshBooks, Sage 50, Zoho BooksThree alternatives
FreshBooks, Sage 50, XeroThree alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
Patriot Software, Zoho BooksTwo alternatives
Xero, Zoho BooksLlama 4 MaverickQuickBooks OnlineQuickBooks Online, XeroChangedQuickBooksno first choiceQuickBooks Online, Xeroagainst: Oracle NetSuite, QuickBooks, QuickBooks Online
Three alternatives
Sage 50cloud, Xero, Zoho BooksThree alternatives
Acumatica, FreshBooks, Zoho BooksOne alternative
QuickBooksQwen 3.7 FlashQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, XeroWaveno first choiceagainst: QuickBooks, SAP S/4HANA Financeagainst: QuickBooks Online, Standalone Spreadsheets, Wave, Xero, Zoho Books
Three alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
Sage Intacct, XeroTwo alternatives
FreshBooks, Zoho BooksThree alternatives
QuickBooks Online, Xero, Zoho BooksFive alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks Online, Sage Intacct, XeroKimi K2QuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, XeroZoho Booksagainst: QuickBooksQuickBooks Onlineagainst: FreshBooks, Oracle NetSuite, SAP S/4HANA Finance, Waveagainst: FreshBooks, QuickBooks, Sage, Xero
Two alternatives
FreshBooks, XeroTwo alternatives
Sage Intacct, XeroThree alternatives
FreshBooks, Wave, Zoho BooksThree alternatives
AccountEdge, Patriot Software, XeroTwo alternatives
Sage Intacct, XeroGLM 4.7 FlashXQuickBooks OnlineXeroChangedQuickBooks Online, XeroWaveno first choiceagainst: Accounting Seed, FreshBooks, QuickBooks Online, Quicken, RealPage, Sage 50, Xero
Two alternatives
Xero, Zoho BooksTwo alternatives
QuickBooks Online, Zoho BooksThree alternatives
FreshBooks, Wave, Zoho BooksTwo alternatives
QuickBooks, Zoho BooksMiniMax M2.5QuickBooks OnlineKashFlow, XeroChangedno first choiceWaveno first choiceagainst: QuickBooks Online
Three alternatives
Acumatica, BILL, FreshBooksOne alternative
Zoho BooksTwo alternatives
FreshBooks, XeroGPT-6 LunaQuickBooks OnlineQuickBooks OnlineHeldQuickBooks OnlineWaveno first choiceagainst: FreshBooks, QuickBooks Online, Wave, Xero
Two alternatives
Xero, Zoho BooksOne alternative
Zoho BooksFour alternatives
FreshBooks, Wave, Xero, Zoho BooksOne alternative
Zoho BooksMuse Glimmer 30BQuickBooks OnlineQuickBooks OnlineHeldQuickBooks OnlineWave, Zoho Booksno first choiceagainst: Avanquest Bookkeeper, Microsoft Business Central, Oracle NetSuite, Sage 50, Sage Intacct
Two alternatives
Xero, Zoho BooksOne alternative
XeroFour alternatives
FreshBooks, Wave, Xero, Zoho BooksOne alternative
QuickBooksBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:29 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:07 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:39 | yes | 25 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 25 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:07 | yes | 15 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:36 | yes | 9 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:02 | yes | 17 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:58 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:44 | no | 0 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:06 | yes | 14 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:47 | yes | 20 | 97 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:19 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:47 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:08 | yes | 11 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:42 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:42 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:07 | yes | 12 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:00 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:11 | yes | 15 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:14 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:53 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:37 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:21 | yes | 5 | 42 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:23 | yes | 20 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:27 | yes | 15 | 109 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 7 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:14 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:39 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:45 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:19 | yes | 20 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:09 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:50 | yes | 25 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:23 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:31 | yes | 15 | 36 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:08 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:32 | yes | 10 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:31 | yes | 10 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:44 | yes | 17 | 21 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:41 | yes | 9 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:55 | yes | 5 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:03 | yes | 15 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:57 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:28 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:54 | yes | 15 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:56 | yes | 21 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:41 | yes | 15 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:19 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:44 | yes | 20 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:49 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:30 | yes | 5 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:54 | yes | 5 | 11 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:07 | yes | 23 | 194 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 10 | 19 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:07 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:44 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:25 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:54 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:00 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:20 | yes | 21 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:31 | yes | 14 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:09 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:39 | yes | 23 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:57 | yes | 6 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:05 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:13 | no | 0 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:07 | no | 0 | 12 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:45 | no | 0 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:10 | no | 0 | 10 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:34 | no | 0 | 4 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:51 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:48 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:30 | yes | 19 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:32 | yes | 21 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:39 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:19 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:44 | yes | 23 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:14 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:32 | yes | 12 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:28 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:11 | yes | 20 | 38 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:46 | yes | 10 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:59 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:20 | yes | 23 | 29 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
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 read as SAP S/4HANA Finance
Sage Business Accounting read as Sage Accounting
Wave Accounting read as Wave
Unresolved, counted raw
CustomBooks
RealPage
Standalone Spreadsheets (Excel/Google Sheets)
aACE
Discontinued, still offered
No shut-down product was recommended here.