Accounting software
Asked as “accounting software”, and as “general ledger software”, on behalf of a mid-market B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
44%
Clear leader
44Sage Intacct21Oracle NetSuite19Wave16others
44% of first choices, clear leader.
Since September 2026▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Sage Intacct held the lead, +4 points on 40%, 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.Standing →Mid-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.This pageEnterprise
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.Standing →Mid-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.This pageEnterpriseOracle 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Sage Intacct44%5%44endorsed leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.40% → 44%
Sage Intacct44%5%44endorsed leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.40% → 44%02Oracle NetSuite21%10%49accepted challenger▲+5Since September 2026: 15% → 20%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 20%
Oracle NetSuite21%10%49accepted challenger▲+5Since September 2026: 15% → 20%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.15% → 20%03
Wave19%17%30accepted challenger▼−1Since September 2026: 21% → 20%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.21% → 20%
Wave19%17%30accepted challenger▼−1Since September 2026: 21% → 20%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.21% → 20%04
Zoho Books11%7%27accepted challenger▲+2Since September 2026: 8% → 10%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 10%
Zoho Books11%7%27accepted challenger▲+2Since September 2026: 8% → 10%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 10%05
Xero2%20%41accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Xero2%20%41accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%06
FreshBooks2%29%28criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
FreshBooks2%29%28criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
10
QuickBooks0%64%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
QuickBooks0%64%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%09QuickBooks Online0%40%43criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
QuickBooks Online0%40%43criticized 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
Microsoft Dynamics 365 Business Central0%0%20accepted challenger▼−8Since September 2026: 8% → 0%, −8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 0%
Microsoft Dynamics 365 Business Central0%0%20accepted challenger▼−8Since September 2026: 8% → 0%, −8 points. Inside the 10-point floor: within noise. Read over the models both editions asked.8% → 0%08
Acumatica0%0%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Acumatica0%0%14accepted 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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Sage Intacct44%
Sage Intacct44%02Oracle NetSuite21%
Oracle NetSuite21%03Wave19%
Wave19%04Zoho Books11%
Zoho Books11%05Xero2%
Xero2%06FreshBooks2%
FreshBooks2%07Microsoft Dynamics 365 Business Central0%
Microsoft Dynamics 365 Business Central0%08Acumatica0%
Acumatica0%09QuickBooks Online0%
QuickBooks Online0%10QuickBooks0%
QuickBooks0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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 Online40%
17 of 43 labels negative · 10 of 14 models
“QuickBooks remains the industry standard for a reason (integrations), but the landscape has shifted aggressively. You should be cautious about” Qwen 3.7 Flash, negative prompt
QuickBooks64%
14 of 22 labels negative · 9 of 14 models · 1 hard negative
“Solutions designed for small business (QuickBooks-level) that you'll outgrow” Kimi K2, scale prompt
FreshBooks29%
8 of 28 labels negative · 8 of 14 models
“accounting platforms that should be avoided or used with caution. Some of the platforms mentioned include FreshBooks, QuickBooks Online, and Wave” Llama 4 Maverick, negative prompt
Oracle NetSuite10%
5 of 49 labels negative · 5 of 14 models · 1 hard negative
“Who should avoid it: Small businesses, startups, and organizations that don't need enterprise-level ERP capabilities.” DeepSeek V4 Flash, 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
73 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 876 links across 238 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.
30 answers · 50 citations · 9 models
vendor site · Ramp24 answers · 33 citations · 11 models
19 answers · 19 citations · 10 models
vendor site · G218 answers · 18 citations · 11 models
vendor site · Brex17 answers · 17 citations · 7 models
vendor site · Rillet17 answers · 17 citations · 9 models
16 answers · 28 citations · 8 models
vendor site · NetSuite14 answers · 17 citations · 9 models
vendor site · Sage14 answers · 17 citations · 10 models
vendor site · G213 answers · 20 citations · 10 models
12 answers · 16 citations · 6 models
12 answers · 13 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.
22 answers · 9 models
17 answers · 7 models
16 answers · 10 models
15 answers · 8 models
12 answers · 8 models
11 answers · 8 models
10 answers · 7 models
10 answers · 6 models
10 answers · 7 models
8 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 44%, Sage 0% | 44% | 433 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 | 1 |
| Oracle parent site Oracle NetSuite 21% | 21% | 489 | 450,000 | 66,611 | ||||
| Wave waveapps.com | 19% | 323 | 368,000 | 253,218 | 708,862 | 39 | 4 | |
| Zoho zoho.com Zoho Books 11% | 11% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Xero xero.com | 2% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 2 |
| FreshBooks freshbooks.com | 2% | 330 | 40,500 | 389 | 305,801 | $221 | 113 | |
| Microsoft Dynamics 365 | 2% | 12,100 | 604 | |||||
| Microsoft Dynamics microsoft.com Microsoft Dynamics 365 Business Central 0%, Microsoft Dynamics 365 Finance 0% | 0% | 115 | 2,900 | 50 | 145,358,109 company | $12,455 | 103 | |
| Acumatica acumatica.com | 0% | 132 | 12,100 | 242 | 130,487 | $2,934 | 120 | |
| QuickBooks quickbooks.ninja QuickBooks Online 0% | 0% | 621 | 1,000,000 | 54,681 | 253 company |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (forbes.com, g2.com, sage.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 Intacctno first choiceChangedQuickBooks Onlineagainst: FreshBooksWaveno first choicenothing named
Three alternatives
DualEntry, Oracle NetSuite, XeroFour alternatives
Microsoft Business Central, Odoo, Xero, Zoho BooksFour alternatives
FreshBooks, Sage, Xero, Zoho BooksGPT-5.4 miniSage IntacctSage IntacctHeldagainst: Microsoft Dynamics GPQuickBooks OnlineZoho Booksagainst: FreshBooksno first choiceagainst: Bench Accounting, Oracle NetSuite, QuickBooks
Two alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteTwo alternatives
Oracle NetSuite, SageFour alternatives
FreshBooks, Wave, Xero, Zoho BooksOne alternative
QuickBooks OnlineGemini 3.5 FlashSage IntacctSage IntacctHeldagainst: QuickBooks Online, XeroQuickBooks Onlineagainst: Odoo, Oracle NetSuite, Sage 50, Sage IntacctWaveagainst: QuickBooksSage Intacctagainst: QuickBooks Online, Xeroagainst: FreshBooks, Microsoft Dynamics GP, QuickBooks Desktop, QuickBooks Online, SAP Business Suite 7, Wave
Four alternatives
Acumatica, Intuit Enterprise Suite, Microsoft Dynamics 365 Business Central, Oracle NetSuiteFour alternatives
Acumatica, Intuit Enterprise Suite, Microsoft Dynamics 365 Business Central, Oracle NetSuiteFour alternatives
FreshBooks, Wave, Xero, Zoho BooksFour alternatives
Odoo, Quicken Business & Personal, Xero, Zoho BooksThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuitePerplexity SonarSage Intacctagainst: QuickBooks OnlineSage IntacctHeldagainst: QuickBooks OnlineQuickBooks OnlineXero, Zoho Booksagainst: QuickBooksno first choiceagainst: QuickBooks
One alternative
Microsoft Dynamics 365 Business CentralTwo alternatives
Odoo, Oracle NetSuiteFive alternatives
FreshBooks, Oracle NetSuite, Sage Intacct, Xero, Zoho BooksOne alternative
WaveGrok 4.1 FastOracle NetSuite, Sage Intacctagainst: QuickBooks Online, XeroSage IntacctChangedagainst: QuickBooks OnlineQuickBooks OnlineWaveOracle NetSuite, Sage Intacctagainst: QuickBooksagainst: Alegra, Bench Accounting, FreshBooks, Oracle NetSuite, QuickBooks Online
Two alternatives
Acumatica, Microsoft Dynamics 365 Business CentralThree alternatives
Oracle NetSuite, QuickBooks, XeroFour alternatives
FreshBooks, Wave, Xero, Zoho BooksFour alternatives
FreshBooks, QuickBooks Online, Xero, Zoho BooksOne alternative
AcumaticaMistral SmallSage IntacctOracle NetSuite, Sage IntacctChangedQuickBooks OnlineWave, Zoho Booksno first choiceagainst: FreshBooks, QuickBooks Online, Wave, Zoho Books
Three alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooksThree alternatives
FreshBooks, Sage Intacct, XeroTwo alternatives
QuickBooks Online, ZipBooksDeepSeek V4 FlashOracle NetSuite, Sage Intacctagainst: QuickBooks Online, XeroSage IntacctChangedQuickBooks OnlineWave, Zoho BooksOracle NetSuite, Sage Intacctagainst: QuickBooks, Xeroagainst: Avanquest Bookkeeper, FreshBooks, Oracle NetSuite, QuickBooks Online
Two alternatives
Acumatica, Microsoft Dynamics 365 Business CentralThree alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuiteEight alternatives
FreshBooks, Oracle NetSuite, Sage, Sage Accounting, Sage Intacct, Wave, Xero, Zoho BooksTwo alternatives
QuickBooks Online, XeroTwo alternatives
Acumatica, Microsoft Dynamics 365Llama 4 Maverickno first choiceSage IntacctChangedQuickBooks OnlineWaveno first choiceagainst: FreshBooks, QuickBooks Online, Wave
One alternative
Oracle NetSuiteThree alternatives
Acumatica, QuickBooks Desktop, XeroTwo alternatives
AccountEdge, QuickBooks OnlineQwen 3.7 FlashOracle NetSuiteagainst: QuickBooksSage IntacctChangedagainst: QuickBooks Desktop, XeroQuickBooks OnlineWaveno first choiceagainst: Act!, Google Sheets, Microsoft Dynamics 365, Microsoft Excel, Oracle NetSuite, QuickBooks Online, Sage 50
Three alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Sage IntacctFour alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks OnlineFour alternatives
FreshBooks, Oracle NetSuite, Sage Intacct, XeroThree alternatives
GnuCash, QuickBooks Online, Zoho BooksKimi K2Sage Intacctagainst: QuickBooksSage IntacctHeldQuickBooks Online, XeroWaveMicrosoft Dynamics 365, Oracle NetSuite, Sage Intacctagainst: QuickBooks, SAP S/4HANA Financeagainst: Bench Accounting, QuickBooks Online, Sage Intacct, Wave
One alternative
Oracle NetSuiteThree alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuite, QuickBooks OnlineThree alternatives
FreshBooks, Sage, WaveFour alternatives
QuickBooks Solopreneur, Xero, ZipBooks, Zoho BooksGLM 4.7 FlashXOracle NetSuiteagainst: QuickBooksOracle NetSuiteHeldagainst: QuickBooks, Xerono first choiceWave, Zoho Booksno first choiceagainst: Kashoo, QuickBooks, Xero
Three alternatives
Acumatica, Microsoft Dynamics 365 Business Central, Sage IntacctTwo alternatives
Microsoft Dynamics 365 Business Central, Sage IntacctFour alternatives
FreshBooks, QuickBooks Online, QuickBooks Solopreneur, Xero – Starter PlanMiniMax M2.5Oracle NetSuiteagainst: QuickBooksSage IntacctChangedQuickBooks Online, XeroFreshBooks, Waveno first choiceagainst: Bench Accounting
Two alternatives
Microsoft Dynamics 365 Finance, Sage IntacctTwo alternatives
Accounting Seed, Oracle NetSuiteFive alternatives
FreshBooks, Oracle NetSuite, SAP Concur, Sage Intacct, WaveGPT-6 LunaSage IntacctSage IntacctHeldQuickBooks Online, Xero, Zoho BooksZoho Booksagainst: QuickBooks Onlineno first choiceagainst: FreshBooks, QuickBooks Desktop, QuickBooks Online, Wave, Zoho Books
Two alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteTwo alternatives
Microsoft Dynamics 365 Business Central, Oracle NetSuiteFive alternatives
FreshBooks, Microsoft Dynamics 365 Business Central, Oracle NetSuite, Sage Intacct, WaveOne alternative
WaveMuse Glimmer 30BOracle NetSuiteOracle NetSuite, Sage IntacctChangedQuickBooksWaveno first choiceagainst: KashFlow, KwikLedgers, QuickBooks Online, TeamSystem Contabilità in Cloud
Two alternatives
Microsoft Dynamics 365 Finance, Sage IntacctSix alternatives
FreshBooks, Oracle NetSuite, Sage 50cloud, Wave, Xero, Zoho BooksThree alternatives
FreshBooks, Xero, Zoho BooksFour alternatives
Oracle NetSuite, QuickBooks Online, Sage Intacct, 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. 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 07:53 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:30 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:14 | yes | 19 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:48 | yes | 17 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:19 | yes | 15 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:42 | yes | 14 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:29 | yes | 17 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:37 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:58 | no | 0 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:57 | yes | 14 | 17 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:39 | yes | 14 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:33 | yes | 5 | 33 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:19 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:01 | yes | 12 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:49 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:51 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:46 | yes | 8 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:08 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:21 | yes | 13 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:56 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:59 | yes | 23 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:53 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:30 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:17 | yes | 15 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:33 | yes | 15 | 111 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:11 | yes | 5 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:30 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:37 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:00 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:33 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:20 | yes | 7 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:07 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:31 | yes | 15 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:26 | yes | 15 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:40 | yes | 20 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:51 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:57 | yes | 5 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:43 | yes | 15 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:03 | yes | 10 | 40 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:41 | yes | 5 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:20 | yes | 9 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:17 | yes | 15 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:17 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:31 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:16 | yes | 11 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:22 | yes | 17 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:36 | yes | 15 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:26 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 19 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:30 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:50 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:57 | yes | 10 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:49 | yes | 17 | 81 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:56 | no | 0 | 8 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:21 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:49 | yes | 13 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:34 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:55 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:21 | yes | 15 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:36 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:17 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:08 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:56 | yes | 19 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:01 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:07 | yes | 14 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:06 | yes | 13 | 22 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:57 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:26 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:57 | yes | 11 | 35 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:09 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:51 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 23 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 07:46 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:07 | yes | 25 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:05 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:08 | yes | 25 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:47 | yes | 10 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:21 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:29 | yes | 25 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 23 | 76 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:48 | yes | 20 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:30 | yes | 5 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:51 | yes | 15 | 40 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Acumatica Cloud ERP read as Acumatica
Bench read as Bench Accounting
Dynamics 365 Business Central read as Microsoft Dynamics 365 Business Central
Microsoft Dynamics read as Microsoft Dynamics 365
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
Odoo Accounting read as Odoo
Odoo Accounting (One App Free) read as Odoo
Oracle Fusion read as Oracle Fusion Cloud ERP
QuickBooks Online Simple Start read as QuickBooks Online
QuickBooks Online – Simple Start read as QuickBooks Online
SAP read as SAP S/4HANA Finance
SAP S/4HANA read as SAP S/4HANA Finance
Wave Accounting read as Wave
Wave Accounting (Starter Plan) read as Wave
Workday read as Workday Financial Management
Unresolved, counted raw
Act!
Alegra
KwikLedgers
QuickBooks *Desktop*
SAP Business Suite 7 (ECC)
Xero – Starter Plan
Discontinued, still offered
No shut-down product was recommended here.