AI accounting assistants for small business buyers
Asked as “AI bookkeeping tool”, and as “AI agent for accounting tasks”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
42%
Clear leader
42QuickBooks Online12Xero08Wave38others
42% 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.QuickBooks Online 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 Online42%Clear leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-market
Sage Intacct22%Contested▼−2Since September 2026: 25% → 23%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Vic.ai15%Contested▲+5Since September 2026: 12% → 17%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
QuickBooks Online42%Clear leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-marketSage Intacct22%Contested▼−2Since September 2026: 25% → 23%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseVic.ai15%Contested▲+5Since September 2026: 12% → 17%, +5 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 Online42%9%55endorsed leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.40% → 44%
QuickBooks Online42%9%55endorsed leader▲+4Since September 2026: 40% → 44%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.40% → 44%02
Xero12%2%49accepted challenger▲+4Since September 2026: 10% → 15%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 15%
Xero12%2%49accepted challenger▲+4Since September 2026: 10% → 15%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.10% → 15%03
Wave8%7%14accepted challenger▼−5Since September 2026: 12% → 7%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 7%
Wave8%7%14accepted challenger▼−5Since September 2026: 12% → 7%, −5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.12% → 7%04
Zoho Books6%0%26accepted challenger▼−1Since September 2026: 6% → 5%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 5%
Zoho Books6%0%26accepted challenger▼−1Since September 2026: 6% → 5%, −1 point. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 5%05
Pilot4%0%11accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 2%
Pilot4%0%11accepted challenger▼−4Since September 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 2%06
Puzzle4%10%10accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%
Puzzle4%10%10accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 5%07
BILL2%6%17accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%
BILL2%6%17accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 2%08
Digits2%12%17accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 2%
Digits2%12%17accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.4% → 2%09
Zeni2%23%13accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Zeni2%23%13accepted 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 five products at 0%, ordered by negative rate
14Vic.ai0%38%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Vic.ai0%38%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%12
Booke AI0%19%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Booke AI0%19%16accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
FreshBooks0%10%21accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
FreshBooks0%10%21accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%13
Docyt0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Docyt0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%11
Ramp Accounting Agent0%7%15accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Ramp Accounting Agent0%7%15accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
Sage Intacct vs WaveSage Intacct vs NumericSage Intacct vs XeroSage Intacct vs DigitsRillet vs Zoho BooksRillet vs Vic.aiRillet vs WaveRillet vs NumericRillet vs XeroRillet vs DigitsZoho Books vs Vic.aiZoho Books vs WaveZoho Books vs NumericZoho Books vs XeroZoho Books vs DigitsVic.ai vs WaveVic.ai vs NumericVic.ai vs XeroVic.ai vs DigitsWave vs NumericWave vs XeroWave vs DigitsNumeric vs XeroNumeric vs DigitsXero vs Digits
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01QuickBooks Online42%
QuickBooks Online42%02Xero12%
Xero12%03Wave8%
Wave8%04Zoho Books6%
Zoho Books6%05Pilot4%
Pilot4%06Puzzle4%
Puzzle4%07BILL2%
BILL2%08Digits2%
Digits2%09Zeni2%
Zeni2%10FreshBooks0%
FreshBooks0%11Ramp Accounting Agent0%
Ramp Accounting Agent0%12Booke AI0%
Booke AI0%13Docyt0%
Docyt0%14Vic.ai0%
Vic.ai0%What they warned about
Two 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, 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%
5 of 5 labels negative · 5 of 14 models · 5 hard negative
“avoid uploading your company's raw financial data (invoices, bank statements, P&Ls)** into public-facing generative AI models like standard versions of **ChatGPT, Google Gemini, or Meta AI**” Qwen 3.7 Flash, negative prompt
Botkeeper83%
5 of 6 labels negative · 5 of 14 models · 4 hard negative
“A prominent example is **Botkeeper**, an early pioneer in AI-driven bookkeeping... In February 2026, the company abruptly shut down.” Gemini 3.5 Flash, negative prompt
Vic.ai38%
5 of 13 labels negative · 4 of 14 models · 2 hard negative
“tout 95%+ autonomy claims that falter on complex SMB transactions; they're enterprise-oriented and may lock you into opaque contracts” Grok 4.1 Fast, negative prompt
QuickBooks Online9%
5 of 55 labels negative · 4 of 14 models
“Intuit says its generative AI features don't calculate the numbers in QuickBooks and warns users not to base important business or financial decisions solely on AI answers.” GPT-6 Luna, 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
78 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. 1076 links across 272 sites, every framing counted. Ranked by the number of answers carrying the site or page. 4 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.
43 answers · 44 citations · 13 models
32 answers · 49 citations · 9 models
30 answers · 48 citations · 10 models
vendor site · Ramp30 answers · 32 citations · 12 models
29 answers · 40 citations · 11 models
vendor site · Xero26 answers · 50 citations · 11 models
26 answers · 26 citations · 10 models
vendor site · Rillet25 answers · 25 citations · 10 models
vendor site · DualEntry23 answers · 24 citations · 11 models
21 answers · 21 citations · 10 models
16 answers · 16 citations · 9 models
13 answers · 16 citations · 7 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.
42 answers · 12 models
28 answers · 10 models
26 answers · 8 models
26 answers · 10 models
25 answers · 10 models
22 answers · 10 models
20 answers · 9 models
17 answers · 10 models
14 answers · 8 models
12 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 “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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| QuickBooks quickbooks.ninja QuickBooks Online 42% | 42% | 621 | 1,000,000 | 54,681 | 253 company | |||
| Xero xero.com | 12% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Wave waveapps.com | 8% | 323 | 368,000 | 253,218 | 708,862 | 39 | ||
| Zoho zoho.com Zoho Books 6% | 6% | 326 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| QuickBooks Online with Intuit Assist AI intuit.com QuickBooks Online with Intuit Intelligence 2%, QuickBooks Online with Intuit Assist AI 2%, QuickBooks Online with Intuit's built-in AI agents 2% | 6% | 3 | 17,049,232 | $37,178 | 109 | 2 | ||
| Pilot pilot.com | 4% | 23 | 450,000 | 277,700 | 166,189 | $1,323 | 90 | |
| Puzzle puzzle.io | 4% | 37 | 368,000 | 269,497 | 6,484 | $231 | 30 | |
| Bookeeping.ai bookeeping.ai | 4% | 7 | 1,600 | 0 | 7 | |||
| BILL bill.com | 2% | 444 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 | |
| Digits digits.com | 2% | 37 | 40,500 | 465,781 | 49,788 | 0 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (dualentry.com, fitsmallbusiness.com, 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 small B2B company?”Paraphrase“Which AI agent for accounting tasks would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI accounting tools for a small team and how do they differ?”Budget-constrained“What is the best AI bookkeeping tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI bookkeeping tool. What should we look at?”Negative“Which AI accounting tools should a small business avoid or be cautious about?”
Claude Haiku 4.5QuickBooks Onlineagainst: Botkeeper, Digits, ZeniQuickBooks Online with Intuit Assist AIChangedQuickBooks OnlineZoho Booksno first choiceagainst: ChatGPT
Three alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
Docyt, XeroFour alternatives
FreshBooks, Xero, Zeni, Zoho BooksThree alternatives
Bookeeping.ai, Digits, WaveGPT-5.4 miniQuickBooks OnlineXeroChangedQuickBooks Onlineagainst: FreshBooksQuickBooks Onlineno first choiceagainst: Intuit
One alternative
XeroOne alternative
QuickBooks Online with Intuit IntelligenceTwo alternatives
Xero, Zoho BooksOne alternative
Zoho BooksGemini 3.5 FlashPuzzleDoubleChangedDigits, PuzzleWaveno first choiceagainst: Brex, Ramp Accounting Agentagainst: Botkeeper, ChatGPT, Claude, Gemini
Four alternatives
Booke AI, QuickBooks Online, Xero, ZeniThree alternatives
BILL, Docyt, Ramp Accounting AgentTwo alternatives
Numeric, TruewindFour alternatives
Booke AI, Keeper, Puzzle, Zoho BooksPerplexity SonarQuickBooks OnlineQuickBooks Online with Intuit's built-in AI agentsChangedQuickBooks Online, Xeroagainst: FloQast, NumericQuickBooks Onlineno first choicenothing named
Two alternatives
Digits, Vic.aiTwo alternatives
BILL, DigitsFour alternatives
Botkeeper, Docyt, FreshBooks, Zoho BooksTwo alternatives
FreshBooks, Zoho BooksGrok 4.1 FastQuickBooks Onlineagainst: Digits, ZeniQuickBooks OnlineHeldagainst: FreshBooksQuickBooks Online, XeroWaveno first choiceagainst: BILL, Bench, Booke AI, Botkeeper, Claude AI, Trullion, Vic.ai, Zeni
Three alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
Xero, Zoho BooksTwo alternatives
FreshBooks, Zoho BooksThree alternatives
QuickBooks Online, Xero, Zoho BooksFive alternatives
BILL, FreshBooks, QuickBooks Online, Ramp Accounting Agent, XeroMistral SmallPuzzle, QuickBooks OnlineBILLChangedQuickBooks OnlineQuickBooks Onlineno first choiceagainst: Vic.ai
One alternative
Booke AIThree alternatives
FloQast, Pilot, QuickBooks OnlineTwo alternatives
Booke AI, FreshBooksTwo alternatives
Jupid, XeroDeepSeek V4 FlashQuickBooks OnlineQuickBooks OnlineHeldagainst: HighRadiusQuickBooks Online, Xeroagainst: Vic.aiXeroagainst: QuickBooks Online, Waveno first choiceagainst: Botkeeper, Truewindagainst: Booke AI, ChatGPT, Docyt, Puzzle, QuickBooks Online, Vic.ai
Four alternatives
Pilot, Vic.ai, Xero, ZeniTwo alternatives
Lunos AI, MonkFive alternatives
Digits, Docyt, FreshBooks, Ramp Accounting Agent, ZeniOne alternative
Zoho BooksLlama 4 MaverickQuickBooks Onlineno first choiceChangedno first choiceQuickBooks Onlineno first choicenothing named
Four alternatives
BILL, Booke AI, Rillet, XeroOne alternative
XeroQwen 3.7 FlashQuickBooks Online, XeroQuickBooks OnlineChangedXeroagainst: Vic.aiWaveagainst: Booke AIno first choiceagainst: Oracle, SAPagainst: ChatGPT, Gemini, Meta AI
Two alternatives
BILL, FlyyerFour alternatives
BILL, Dext, Ramp Accounting Agent, Stripe InvoicingThree alternatives
Booke AI, FreshBooks, QuickBooks OnlineThree alternatives
BookWell, Xero, Zoho BooksKimi K2QuickBooks Online, XeroPilotChangedQuickBooks OnlineXeroDigitsnothing named
Three alternatives
Digits, Puzzle, ZeniOne alternative
QuickBooks OnlineThree alternatives
Booke AI, FreshBooks, XeroOne alternative
WaveFour alternatives
QuickBooks Online, Ramp Accounting Agent, Xero, ZeniGLM 4.7 FlashXQuickBooks OnlineZeniChangedQuickBooks Online, XeroZoho Booksno first choiceagainst: ChatGPT, QuickBooks Online, Sax Accounting
Two alternatives
FreshBooks, XeroThree alternatives
BILL, Pilot, QuickBooks OnlineThree alternatives
Docyt, Vic.ai, Zoho BooksThree alternatives
QuickBooks Online, Wave, Xero with Just Ask XeroMiniMax M2.5DextQuickBooks Accounting AIChangedQuickBooks Online, XeroBookeeping.aiagainst: BenchQuickBooks Online, Xeroagainst: QuickBooks Online, Xero
Four alternatives
Booke AI, QuickBooks Online, Vic.ai, XeroFour alternatives
Docyt, Melio, Pilot, Vic.aiFour alternatives
Digits, FreshBooks, Wave, Zoho BooksOne alternative
FreshBooksGPT-6 LunaQuickBooks OnlineQuickBooks Online with Intuit IntelligenceChangedQuickBooks OnlineWaveno first choiceagainst: QuickBooks Online
Two alternatives
Puzzle, XeroOne alternative
Ramp Accounting AgentThree alternatives
FreshBooks, Xero, Zoho BooksOne alternative
Zoho BooksMuse Glimmer 30BPilotQuickBooks OnlineChangedQuickBooks Online, XeroBookeeping.ai, Zoho Booksno first choiceagainst: Bench, Botkeeper
Two alternatives
Booke AI, QuickBooks OnlineOne alternative
XeroThree alternatives
Dext, Pilot, Sage CopilotFour alternatives
Bench, Digits, FreshBooks, WaveBold 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 11:22 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:20 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:49 | yes | 20 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:37 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:35 | yes | 22 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:06 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:20 | yes | 21 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:48 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:04 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:46 | yes | 15 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:49 | yes | 10 | 143 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:52 | yes | 5 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:34 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:55 | yes | 23 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:00 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:55 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:02 | yes | 15 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:24 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:05 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:57 | yes | 24 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:36 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:43 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:10 | yes | 18 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:10 | yes | 20 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:01 | yes | 14 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:26 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:38 | yes | 15 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:48 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:26 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:50 | yes | 27 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:20 | yes | 19 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:38 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:43 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:15 | yes | 23 | 47 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:38 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:11 | yes | 14 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:46 | yes | 9 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:43 | yes | 24 | 142 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:48 | yes | 12 | 17 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 4 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:36 | yes | 13 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:22 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:54 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:16 | yes | 16 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:58 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:01 | yes | 23 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:41 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:58 | yes | 23 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:43 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:50 | yes | 15 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:09 | yes | 13 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:17 | yes | 24 | 130 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:59 | yes | 15 | 23 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:58 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:46 | yes | 13 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:09 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:36 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:12 | yes | 10 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:10 | yes | 17 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:38 | yes | 13 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:42 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:59 | yes | 23 | 63 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:04 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:36 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:09 | yes | 21 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:12 | yes | 15 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:05 | yes | 5 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:12 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:45 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:09 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:53 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:04 | yes | 18 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:17 | yes | 18 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:40 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:19 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:04 | yes | 23 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:23 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:08 | yes | 16 | 46 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:29 | yes | 21 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:28 | yes | 23 | 95 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 24 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:26 | yes | 7 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:44 | yes | 18 | 28 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
Bill.com read as BILL
Booke read as Booke AI
Dext Prepare read as Dext
Google Gemini read as Gemini
QuickBooks read as QuickBooks Online
QuickBooks Online Simple Start read as QuickBooks Online
QuickBooks Online with Intuit Intelligence/Payments AI read as QuickBooks Online with Intuit Intelligence
Ramp read as Ramp Accounting Agent
Wave Accounting read as Wave
Unresolved, counted raw
Aivela
Claude AI
DataSnipper
Fast
Flyyer
Intuit
Intuit (QuickBooks)
Intuit Intelligence
JAX
Jupid
QuickBooks Accounting AI
QuickBooks Online with Intuit Assist AI
QuickBooks Online with Intuit's built-in AI agents
Sax Accounting
Suvit
Xero with Analytics Plus
Xero with Just Ask Xero (JAX)
XeroForce
Discontinued, still offered
No shut-down product was recommended here.