AI accounting assistants
Asked as “AI bookkeeping tool”, and as “AI agent for accounting tasks”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
23%
Contested · Rillet 21%
23Zoho Books21Rillet12Sage Intacct44others
23% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Zoho Books (23%) replaces Sage Intacct (22% then, 12% now), 11 points clear, past the 10-point floor.Zoho Books leads at 23%, replacing Sage Intacct, which led at 22% and stands at 12% now: 11 points clear, past the 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 Online24%Contested▼−18Since October 2026: 42% → 24%, −18 points. Past the 10-point floor: movement.Standing →Mid-market
Zoho Books23%Contested↗new leaderNew leader since October 2026: Zoho Books (23%) replaces Sage Intacct (22% then, 12% now), 11 points clear, past the 10-point floor.This pageEnterprise
Vic.ai15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 10-point floor: within noise.Standing →
QuickBooks Online24%Contested▼−18Since October 2026: 42% → 24%, −18 points. Past the 10-point floor: movement.Standing →Mid-marketZoho Books23%Contested↗new leaderNew leader since October 2026: Zoho Books (23%) replaces Sage Intacct (22% then, 12% now), 11 points clear, past the 10-point floor.This pageEnterpriseVic.ai15%Contested=heldSince October 2026: 15% → 15%, ±0 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
01Zoho Books23%0%16accepted challenger▲+12Since October 2026: 11% → 23%, +12 points. Past the 10-point floor: movement.11% → 23%
Zoho Books23%0%16accepted challenger▲+12Since October 2026: 11% → 23%, +12 points. Past the 10-point floor: movement.11% → 23%02
Rillet21%0%18accepted challenger▲+10Since October 2026: 11% → 21%, +10 points. Inside the 10-point floor: within noise.11% → 21%
Rillet21%0%18accepted challenger▲+10Since October 2026: 11% → 21%, +10 points. Inside the 10-point floor: within noise.11% → 21%03
Sage Intacct12%7%27accepted challenger▼−10Since October 2026: 22% → 12%, −10 points. Inside the 10-point floor: within noise.22% → 12%
Sage Intacct12%7%27accepted challenger▼−10Since October 2026: 22% → 12%, −10 points. Inside the 10-point floor: within noise.22% → 12%04QuickBooks Online6%18%39accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%
QuickBooks Online6%18%39accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise.2% → 6%05
Numeric6%0%15accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 10-point floor: within noise.7% → 6%
Numeric6%0%15accepted challenger▼−1Since October 2026: 7% → 6%, −1 point. Inside the 10-point floor: within noise.7% → 6%06Vic.ai4%6%33accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 10-point floor: within noise.9% → 4%
Vic.ai4%6%33accepted challenger▼−5Since October 2026: 9% → 4%, −5 points. Inside the 10-point floor: within noise.9% → 4%07
Xero4%8%36accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%
Xero4%8%36accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%08
Ramp Accounting Agent4%0%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
Ramp Accounting Agent4%0%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%09
FloQast2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
FloQast2%0%11accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
14
Digits0%29%21criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
Digits0%29%21criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%15
Oracle NetSuite0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Oracle NetSuite0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Zeni0%14%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Zeni0%14%22accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%12
Docyt0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Docyt0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%10
BILL0%0%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
BILL0%0%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%13
Booke AI0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Booke AI0%0%10accepted 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Zoho Books vs NumericZoho Books vs Vic.aiZoho Books vs XeroZoho Books vs Ramp Accounting AgentRillet vs Sage IntacctRillet vs QuickBooks OnlineRillet vs NumericRillet vs Vic.aiRillet vs XeroRillet vs Ramp Accounting AgentSage Intacct vs QuickBooks OnlineSage Intacct vs NumericSage Intacct vs Vic.aiSage Intacct vs XeroSage Intacct vs Ramp Accounting AgentQuickBooks Online vs NumericQuickBooks Online vs Vic.aiQuickBooks Online vs XeroQuickBooks Online vs Ramp Accounting AgentNumeric vs Vic.aiNumeric vs XeroNumeric vs Ramp Accounting AgentVic.ai vs XeroVic.ai vs Ramp Accounting AgentXero vs Ramp Accounting Agent
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Zoho Books23%
Zoho Books23%02Rillet21%
Rillet21%03Sage Intacct12%
Sage Intacct12%04QuickBooks Online6%
QuickBooks Online6%05Numeric6%
Numeric6%06Vic.ai4%
Vic.ai4%07Xero4%
Xero4%08Ramp Accounting Agent4%
Ramp Accounting Agent4%09FloQast2%
FloQast2%10BILL0%
BILL0%11Zeni0%
Zeni0%12Docyt0%
Docyt0%13Booke AI0%
Booke AI0%14Digits0%
Digits0%15Oracle NetSuite0%
Oracle NetSuite0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
ChatGPT
100%
7 of 7 labels negative · 7 of 14 models · 7 hard negative
“Public LLMs (ChatGPT, Claude, etc.) | Copy‑pasting K‑1s, SSNs, or client emails to generate memos. | Data can be stored and reused; violates Section 7216 and AICPA confidentiality.” GLM 4.7 FlashX, negative prompt
Claude88%
7 of 8 labels negative · 7 of 14 models · 6 hard negative
“Public Generative AI Tools (ChatGPT, Claude, etc.) for Client Data ... Entering confidential client information into public AI tools is a professional ethics violation” Kimi K2, negative prompt
Digits29%
6 of 21 labels negative · 6 of 14 models · 1 hard negative
“Avoid paying for an AI-native tool such as Digits unless its extra automation will save substantial bookkeeping time” Perplexity Sonar, budget prompt
QuickBooks Online18%
7 of 39 labels negative · 5 of 14 models · 1 hard negative
“found it gave wrong or irrelevant answers on more than half of them ... users report no way to turn it off” DeepSeek V4 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
79 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. 854 links across 308 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.
30 answers · 38 citations · 12 models
vendor site · Zeni23 answers · 29 citations · 10 models
vendor site · Xero21 answers · 24 citations · 12 models
vendor site · Rillet20 answers · 35 citations · 11 models
13 answers · 13 citations · 9 models
12 answers · 12 citations · 6 models
11 answers · 18 citations · 7 models
vendor site · Capterra11 answers · 12 citations · 7 models
11 answers · 11 citations · 10 models
11 answers · 11 citations · 8 models
10 answers · 10 citations · 5 models
vendor site · Ramp9 answers · 13 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.
22 answers · 9 models
18 answers · 11 models
11 answers · 10 models
10 answers · 6 models
10 answers · 5 models
10 answers · 8 models
10 answers · 10 models
9 answers · 5 models
8 answers · 5 models
8 answers · 7 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 “ai accounting tools”, “ai bookkeeping tool”, “best ai bookkeeping tool”. 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 |
|---|---|---|---|---|---|---|---|
| Zoho zoho.com Zoho Books 23% | 23% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 |
| Rillet rillet.com | 21% | 50 | 8,100 | 168 | 4,712 | $4,776 | 56 |
| Sage sage.com Sage Intacct 12% | 12% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 |
| QuickBooks quickbooks.ninja QuickBooks Online 6% | 6% | 692 | 1,000,000 | 54,681 | 253 company | ||
| Numeric numeric.io | 6% | 201 | 12,100 | 38,006 | 94,254 | $426 | 9 |
| Vic.ai vic.ai | 4% | 82 | 720 | 0 | 1,251 | 1 | |
| Xero xero.com | 4% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 |
| Ramp Accounting Agent ramp.com | 4% | 36 | 70 | 0 | 770,056 | $13,511 | 120 |
| Wave waveapps.com | 4% | 363 | 368,000 | 253,218 | 708,862 | 39 | |
| FloQast floqast.com | 2% | 389 | 9,900 | 194 | 41,324 | $5,039 | 76 |
Google's top ten for the three searches hold 22 sites; 1 of them are among the sites the models cited here (intuit.com). The first result for “ai accounting tools” is finlens.app.
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 AI bookkeeping tool for a mid-market B2B company?”Paraphrase“Which AI agent for accounting tasks would you recommend to a mid-sized B2B company?”Comparative“What are the top AI accounting tools and how do they differ?”Budget-constrained“What is the best AI bookkeeping tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI bookkeeping tool. What should we look at?”Negative“Which AI accounting tools should I avoid or be cautious about?”
Claude Haiku 4.5DualEntryRilletChangedno first choiceXero, Zoho Booksno first choiceagainst: Sage Copilot
Three alternatives
Campfire, Rillet, Sage IntacctSeven alternatives
BlackLine, FloQast, Lunos AI, Numeric, Ramp Accounting Agent, Stampli, Vic.aiOne alternative
WaveGPT-5.4 miniIntuit Enterprise Suite, QuickBooks OnlineSage IntacctChangedagainst: QuickBooks OnlineQuickBooks OnlineQuickBooks Onlineagainst: Fincentno first choicenothing named
Four alternatives
BILL, Botkeeper, Campfire, Vic.aiThree alternatives
BILL, BlackLine, DextFour alternatives
Botkeeper, Sage Intacct AI, Vic.ai, Xero JAXOne alternative
MerrittGemini 3.5 FlashVic.aiagainst: Digits, QuickBooks OnlineVic.aiHeldagainst: QuickBooks Online, SAP Jouleno first choiceZoho Booksagainst: Vic.ai, Zenino first choiceagainst: ChatGPT, Claude, QuickBooks Online, Xero
Six alternatives
Numeric, Ramp Accounting Agent, Stampli, Tabs, Trullion, Zone & CoEight alternatives
HighRadius, LedgerUp, Lunos AI, Numeric, Rillet, Stampli, Tabs, TruewindEight alternatives
BILL, Numeric, QuickBooks Online, Ramp Accounting Agent, Truewind, Trullion, Vic.ai, XeroFour alternatives
Booke AI, Ramp Accounting Agent, Wave, XeroPerplexity SonarSage IntacctRilletChangedno first choiceZoho Booksagainst: Digitsno first choicenothing named
Four alternatives
Booke AI, Rillet, Vic.ai, ZeniFour alternatives
BILL, Numeric, Ramp Accounting Agent, Sage IntacctThirteen alternatives
BILL, BlackLine, Digits, FloQast, Numeric, Oracle NetSuite, Puzzle, QuickBooks Online, Ramp Accounting Agent, Sage Intacct, Vic.ai, Xero, ZeniOne alternative
XeroGrok 4.20Rilletagainst: Docyt, Oracle NetSuite, QuickBooks Online with AI add-ons, XeroNumericChangedVic.aiHelloBooks.ai, Waveagainst: Botkeeper, Digits, Puzzle, Vic.aino first choiceagainst: ChatGPT, Claude, Gemini
One alternative
Sage IntacctSeven alternatives
BlackLine, Docyt, FloQast, Prophix, Rossum, Vic.ai, ZeniEight alternatives
BILL, Booke AI, Botkeeper, Dext, Docyt, QuickBooks Online, Trullion, ZeniOne alternative
Zoho BooksMistral SmallRillet, Sage IntacctNumericChangedno first choiceZoho Booksno first choicenothing named
One alternative
Microsoft Dynamics 365 Business CentralFour alternatives
Datarails, Rillet, Tabs, Vic.aiOne alternative
DigitsDeepSeek V4 FlashRilletagainst: Oracle NetSuite, Sage IntacctRamp Accounting Agent, RilletChangedQuickBooks OnlineZoho Booksagainst: Bench, Digits, Wave, Zenino first choiceagainst: ChatGPT, Claude, QuickBooks Online
Two alternatives
Digits, ZeniTwo alternatives
Stampli, Vic.aiSeven alternatives
BILL, Bookeeping.ai, Datarails FP&A Genius, Digits, Vic.ai, Xero, ZeniTwo alternatives
ReceiptsAI, XeroLlama 4 MaverickSage Intacctno first choiceChangedno first choiceZoho Booksno first choicenothing named
Three alternatives
Microsoft Dynamics 365 Business Central, Rillet, ZeniThree alternatives
Digits, QuickBooks Online, XeroQwen 3.7 FlashRilletFloQastChangedQuickBooks Online, XeroXeroagainst: QuickBooks Online, Waveno first choiceagainst: Digits, Trullion, Zeninothing named
Two alternatives
Vic.ai, ZeniTwo alternatives
Numeric, Vic.aiThree alternatives
BILL, FloQast, Vic.aiOne alternative
Zoho BooksKimi K2RilletRamp Accounting AgentChangedDigitsWave, Zoho Booksagainst: Digitsno first choiceagainst: BlackLineagainst: ChatGPT, Claude, QuickBooks Online, Xero
Three alternatives
QuickBooks with AI, Ramp Accounting Agent, Sage IntacctTwo alternatives
Numeric, Vic.aiSeven alternatives
BILL, BlackLine, Booke AI, FloQast, Ramp Accounting Agent, Vic.ai, ZeniTwo alternatives
QuickBooks Online, XeroNine alternatives
BILL, Booke AI, Brex, Docyt, Oracle NetSuite, Pilot, Ramp Accounting Agent, Sage Intacct, ZeniGLM 4.7 FlashXRilletNumericChangedQuickBooks OnlineZoho Booksno first choiceagainst: ChatGPT, Claude, Microsoft Copilot
Two alternatives
Booke AI, DocytFour alternatives
Basis, Digits, Invoiced, LedgeEight alternatives
BILL, Blue Dot, Docyt, Ramp Accounting Agent, Sage Intacct, Vic.ai, Xero, ZeniThree alternatives
CellCog, Wave, XeroMiniMax M2.5QuickBooks OnlineRilletChangedno first choiceagainst: ClickUp with Brain AIBookkeeping.ai, Zoho Booksno first choiceagainst: ChatGPT, Claude, Gemini
Three alternatives
DualEntry, Netgain, Vic.aiFour alternatives
FloQast, Invoiced, Numeric, Vic.aiTwo alternatives
Digits, QuickBooks OnlineGPT-6 LunaSage IntacctPayables AgentChangedagainst: Sage IntacctQuickBooks Online, Xeroagainst: Claude, FreshBooksZoho Booksno first choicenothing named
Two alternatives
Numeric, Oracle NetSuiteTwo alternatives
BlackLine Verity, Vic.aiThree alternatives
Ramp Accounting Agent, Sage Intacct, Zoho BooksOne alternative
WaveMuse Glimmer 30BSage IntacctRillet AuraChangedDigitsZoho Booksno first choiceagainst: ChatGPT
Two alternatives
Microsoft Dynamics 365 Business Central, RilletFive alternatives
Dext, Dynamics 365 Business Central, HighRadius, Microsoft Copilot, Vic.aiFifteen alternatives
BILL, BlackLine, Botkeeper, DataSnipper, Datarails, Dext, formerly Receipt Bank, Docyt, FloQast, QuickBooks Online, Ramp Accounting Agent, Sage Intacct, Truewind, Vic.ai, Xero, ZeniThree alternatives
Digits, ReceiptsAI, 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 10:57 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:56 | yes | 4 | 6 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 12:25 | yes | 9 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:50 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 13 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:34 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:05 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:11 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:14 | yes | 5 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:59 | yes | 25 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:14 | yes | 25 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:45 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:13 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:30 | yes | 12 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:36 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:49 | yes | 5 | 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 11:38 | yes | 9 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 5 | 26 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:57 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:32 | yes | 23 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:56 | yes | 10 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:46 | yes | 20 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:24 | yes | 15 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:50 | yes | 5 | 25 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:14 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:15 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:34 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | yes | 5 | 9 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 12:36 | yes | 12 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:43 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 8 | 42 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:49 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 20 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:36 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | yes | 10 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:47 | yes | 20 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:48 | yes | 25 | 91 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:01 | yes | 22 | 117 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:29 | yes | 6 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:01 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:24 | yes | 2 | 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 11:43 | yes | 7 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:08 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 10 | 29 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:32 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:50 | yes | 5 | 19 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:26 | yes | 5 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:31 | yes | 25 | 90 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:14 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:38 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:53 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:52 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:05 | 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 08:44 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:25 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:11 | yes | 5 | 29 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:50 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:11 | yes | 24 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:28 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:09 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:39 | yes | 10 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:37 | yes | 14 | 39 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:16 | no | 0 | 84 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:34 | yes | 4 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:09 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:56 | yes | 6 | 7 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 10:46 | yes | 15 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:30 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 5 | 28 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:43 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:20 | yes | 24 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:50 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:42 | yes | 5 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:20 | yes | 20 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:58 | yes | 25 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:39 | yes | 9 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:01 | yes | 2 | 14 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:23 | yes | 15 | 25 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Acumatica read as Acumatica Cloud ERP
Bill.com read as BILL
Bill.com (formerly Bill) read as BILL
Dext Prepare read as Dext
HelloBooks read as HelloBooks.ai
NetSuite read as Oracle NetSuite
QuickBooks read as QuickBooks Online
QuickBooks (Intuit Assist) read as QuickBooks Online
QuickBooks (Intuit) read as QuickBooks Online
QuickBooks Online Simple Start read as QuickBooks Online
QuickBooks Simple Start read as QuickBooks Online
Ramp read as Ramp Accounting Agent
Sage read as Sage Intacct
Wave Accounting (Free) read as Wave
Unresolved, counted raw
BlackLine Verity
Bookkeeper.com
Bookkeeping.ai
Campfire's Ember
ClickUp with Brain AI
Datarails FP&A Genius
Fincent
Gridlex
Merritt
Payables Agent
PrivacyPal
QuickBooks Online with AI add-ons
QuickBooks with AI (Intuit Assist)
Rillet Aura
Rima
Sage Intacct AI
Xero JAX
indata tools
Discontinued, still offered
No shut-down product was recommended here.