Index › Finance › Accounting and close › AI accounting assistants › Small business · September 2026 Edition
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, twelve models each.
Standing · first-choice share
40%
Contested · Wave 12%
40QuickBooks Online12Wave10Xero38others
40% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-eight head-to-head pages: the top eight products, each against each
Sage Intacct vs XeroSage Intacct vs NumericSage Intacct vs FreshBooksSage Intacct vs DocytZoho Books vs Ramp Accounting AgentZoho Books vs Vic.aiZoho Books vs XeroZoho Books vs NumericZoho Books vs FreshBooksZoho Books vs DocytRamp Accounting Agent vs Vic.aiRamp Accounting Agent vs XeroRamp Accounting Agent vs NumericRamp Accounting Agent vs FreshBooksRamp Accounting Agent vs DocytVic.ai vs XeroVic.ai vs NumericVic.ai vs FreshBooksVic.ai vs DocytXero vs NumericXero vs FreshBooksXero vs DocytNumeric vs FreshBooksNumeric vs DocytFreshBooks vs Docyt
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01QuickBooks Online40%
QuickBooks Online40%02Wave12%
Wave12%03Xero10%
Xero10%04Zoho Books6%
Zoho Books6%05Pilot6%
Pilot6%06Digits4%
Digits4%07FreshBooks2%
FreshBooks2%08BILL2%
BILL2%09Zeni0%
Zeni0%10Vic.ai0%
Vic.ai0%11Botkeeper0%
Botkeeper0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
ChatGPT
100%
9 of 9 labels negative · 8 of 12 models · 8 hard negative
“Do Not Use: Generative AI Chatbots as Bookkeeping Tools ... tools like ChatGPT, Gemini, or Claude ... should never serve as your accounting software” Qwen 3.7 Flash, negative prompt
Claude100%
7 of 7 labels negative · 6 of 12 models · 6 hard negative
“Tools like ChatGPT, Claude, or other general-purpose LLMs used directly for tax compliance - Why avoid:” Kimi K2, negative prompt
Gemini
100%
5 of 5 labels negative · 5 of 12 models · 5 hard negative
“Tools like ChatGPT, Claude, or Gemini ... are not accounting systems and should not be used as the ledger.” Perplexity Sonar, negative prompt
QuickBooks Online11%
6 of 54 labels negative · 5 of 12 models
“Built-in AI in QuickBooks and Xero can be problematic because: Trained on "average of millions of businesses," not your specific chart of accounts” Kimi K2, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 900 links across 285 sites, every framing counted. Ranked by the number of answers carrying the site or page.
42 answers · 45 citations · 11 models
28 answers · 29 citations · 10 models
vendor site · DualEntry22 answers · 24 citations · 8 models
18 answers · 19 citations · 10 models
17 answers · 17 citations · 8 models
16 answers · 22 citations · 9 models
15 answers · 15 citations · 11 models
vendor site · Ramp14 answers · 15 citations · 7 models
vendor site · Xero13 answers · 22 citations · 6 models
13 answers · 17 citations · 6 models
13 answers · 13 citations · 10 models
12 answers · 12 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.
42 answers · 11 models
23 answers · 9 models
22 answers · 8 models
18 answers · 10 models
16 answers · 8 models
15 answers · 11 models
13 answers · 7 models
13 answers · 10 models
11 answers · 11 models
11 answers · 10 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 |
|---|---|---|---|---|---|---|---|
| QuickBooks quickbooks.ninja QuickBooks Online 40% | 40% | 692 | 1,000,000 | 54,681 | 253 company | ||
| Wave waveapps.com | 12% | 363 | 368,000 | 253,218 | 708,862 | 39 | |
| Xero xero.com | 10% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 |
| Zoho zoho.com Zoho Books 6% | 6% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 |
| Pilot pilot.com | 6% | 24 | 450,000 | 277,700 | 166,189 | $1,323 | 90 |
| Lunos AI lunos.ai | 6% | 4 | 162 | 1 | |||
| Digits digits.com | 4% | 70 | 40,500 | 465,781 | 49,788 | 0 | |
| FreshBooks freshbooks.com | 2% | 304 | 40,500 | 389 | 305,801 | $221 | 113 |
| BILL bill.com | 2% | 374 | 2,740,000 | 1,063,001 | 1,783,039 | $199,231 | 119 |
| Puzzle puzzle.io | 2% | 43 | 368,000 | 269,497 | 6,484 | $231 | 30 |
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 OnlineLunos AIChangedQuickBooks Onlineagainst: Ramp Accounting AgentWaveno first choiceagainst: ChatGPT
Two alternatives
FreshBooks, XeroFour alternatives
BILL, Pilot, QuickBooks Online, XeroTwo alternatives
Xero, Zoho BooksThree alternatives
QuickBooks Online, Xero, Zoho BooksGPT-5.4 miniQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, XeroXerono first choicenothing named
Two alternatives
Botkeeper, XeroThree alternatives
BILL, Vic.ai, XeroFour alternatives
BILL, Botkeeper, Dext, Sage IntacctOne alternative
QuickBooks OnlineGemini 3.5 FlashPuzzleAlguna, Lunos AIChangedPuzzleKickagainst: Pilot, Zenino first choiceagainst: Botkeeper, ChatGPT, Claude, Gemini, QuickBooks Online, Vic.ai, Xero
Four alternatives
Booke AI, Truewind, Xero, ZeniFour alternatives
Docyt, Puzzle, QuickBooks Online, XeroSix alternatives
Booke AI, Inkle, QuickBooks Online, Truewind, Xero, ZeniThree alternatives
Luca, Wave, Zoho BooksPerplexity SonarQuickBooks OnlineQuickBooks OnlineHeldQuickBooks Onlineagainst: WaveQuickBooks Online, Waveno first choiceagainst: Botkeeper, ChatGPT, Claude, Gemini
Two alternatives
Digits, XeroThree alternatives
Docyt, Lunos AI, PilotThree alternatives
FreshBooks, Xero, Zoho BooksTwo alternatives
Xero, Zoho BooksGrok 4.20QuickBooks OnlineQuickBooks OnlineHeldQuickBooks Online, XeroWaveagainst: QuickBooks OnlineQuickBooks Online, Xeroagainst: Botkeeper, Digits
Three alternatives
FreshBooks, Xero, Zoho BooksThree alternatives
BILL, Mesha, XeroTwo alternatives
FreshBooks, Zoho BooksTwo alternatives
Xero, Zoho BooksTwo alternatives
Botkeeper, IndyMistral SmallQuickBooks OnlinePilotChangedQuickBooks Onlineagainst: FloQast, Sage IntacctWaveno first choiceagainst: Bench
Three alternatives
AutoEntry, FreshBooks, HubDocTwo alternatives
FloQast, FreshBooksThree alternatives
FreshBooks, Xero, Zoho BooksOne alternative
DigitsDeepSeek V4 FlashQuickBooks Onlineagainst: ZeniBILL, QuickBooks OnlineChangedagainst: Vic.aiFreshBooks, Xeroagainst: ChatGPT, Claude, Numeric, Vic.aiZoho Booksagainst: QuickBooks OnlineQuickBooks Online, Xeroagainst: Botkeeper, HubDocagainst: Booke AI, Botkeeper, ChatGPT, Claude, Finaloop, Gemini, Microsoft Copilot
Three alternatives
BILL, HubDoc, XeroFour alternatives
FreshBooks, Pilot, Wave, ZeniTwo alternatives
QuickBooks Online, Ramp Accounting AgentThree alternatives
Digits, Wave, XeroSix alternatives
Bench, Bookkeeper360, Digits, Docyt, Pilot, ZeniLlama 4 MaverickFreshBooks, QuickBooks Onlineno first choiceChangedQuickBooks OnlineDigitsGrowthynothing named
Two alternatives
AutoEntry, HubDocThree alternatives
Sage Intacct, Xero, ZeniSeven alternatives
AutoEntry, Bookeeping.ai, FreshBooks, HubDoc, QuickBooks Online, Wave, Zoho BooksTwo alternatives
Digits, QuickBooks OnlineQwen 3.7 FlashQuickBooks OnlinePilotChangedQuickBooks OnlineWaveno first choiceagainst: ChatGPT, Claude, Gemini
Four alternatives
Fintual, HubDoc, Pilot, XeroTwo alternatives
QuickBooks Online, Ramp Accounting AgentThree alternatives
FreshBooks, Xero, Zoho BooksOne alternative
QuickBooks OnlineFive alternatives
Dext, Docyt, QuickBooks Online, Xero, ZeniKimi K2QuickBooks Online, XeroDigits, QuickBooks OnlineChangedDigits, QuickBooks Onlineagainst: BILLWaveagainst: Digits, QuickBooks Onlineno first choiceagainst: ChatGPT, Claude, DeepSeek, Meta AI, QuickBooks Online, Sage Copilot, Xero
One alternative
FreshBooksTwo alternatives
HelloBooks.ai, XeroFive alternatives
Booke AI, Melio, Ramp Accounting Agent, Xero, ZeniTwo alternatives
FreshBooks, Zoho BooksGLM 4.7 FlashXQuickBooks OnlineLunos AIChangedQuickBooks OnlineZoho Booksno first choiceagainst: ChatGPT, Claude, Gemini
Six alternatives
Dext, Docyt, Pilot, Vic.ai, Xero, Zoho BooksOne alternative
AccountsReceivable.aiSix alternatives
Digits, FreshBooks, Sage Intacct, Xero, Zeni, Zoho BooksThree alternatives
FreshBooks, QuickBooks Online, WaveMiniMax M2.5QuickBooks Online, Zoho BooksPilot, Ramp Accounting AgentChangedQuickBooks Online, XeroXeroagainst: Digitsno first choiceagainst: ChatGPT, QuickBooks Online, Xero
Three alternatives
Digits, FreshBooks, XeroTwo alternatives
Dext, HelloBooks.aiOne alternative
FreshBooksThree alternatives
FreshBooks, QuickBooks Online, Zoho BooksBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two 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 | 2026-09-17 19:16 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:59 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:26 | yes | 17 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 20:43 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:14 | yes | 30 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:29 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:36 | yes | 8 | 12 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:11 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:09 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:54 | yes | 10 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:35 | yes | 19 | 70 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:01 | yes | 6 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:25 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:00 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:49 | yes | 12 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:15 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:29 | yes | 35 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:17 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:28 | yes | 18 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:24 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:38 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:31 | yes | 9 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:32 | yes | 20 | 65 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:23 | yes | 7 | 40 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:37 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:55 | yes | 3 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:20 | yes | 14 | 51 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:02 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:09 | yes | 38 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:08 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:17 | yes | 17 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:01 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:02 | yes | 5 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:19 | yes | 15 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:34 | yes | 19 | 44 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:58 | yes | 10 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:09 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:57 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:00 | yes | 19 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:36 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:18 | yes | 30 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:28 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:13 | yes | 19 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:33 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:50 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:02 | yes | 9 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:54 | yes | 5 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:52 | yes | 5 | 46 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:53 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:30 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:07 | yes | 8 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 20:16 | yes | 20 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:18 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:55 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:50 | yes | 10 | 15 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:59 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:22 | yes | 5 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:17 | yes | 15 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:39 | yes | 15 | 78 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:27 | no | 0 | 9 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:32 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:07 | yes | 5 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 26 | 71 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:22 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:16 | yes | 40 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:39 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:22 | yes | 28 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:41 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:55 | yes | 8 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:38 | yes | 24 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:30 | yes | 27 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:53 | yes | 17 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Bill.com read as BILL
Booke read as Booke AI
HelloBooks read as HelloBooks.ai
NetSuite read as Oracle NetSuite
QuickBooks read as QuickBooks Online
Ramp read as Ramp Accounting Agent
Sage read as Sage Intacct
Wave Accounting read as Wave
Unresolved, counted raw
Fintual
Luca
Zoffer (The AI Accountant)
Discontinued, still offered
No shut-down product was recommended here.