Finance AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › 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
QuickBooks Online
Contested
40% of first choices, contested.
ShowinginAll 41 categories in the September 2026 Edition →

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 businessQuickBooks Online40%ContestedThis pageMid-marketSage Intacct25%ContestedStanding →EnterpriseVic.ai12%ContestedStanding →

01The 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
01QuickBooks Online40%11%54endorsed leader
02Wave12%7%15accepted challenger
03Xero10%6%47accepted challenger
04Zoho Books6%0%23accepted challenger
05Pilot6%8%12accepted challenger
06Digits4%19%16accepted challenger
07FreshBooks2%0%20accepted challenger
08BILL2%10%10accepted challenger
Show the three products at 0%, ordered by negative rate
11Botkeeper0%50%10criticized challenger
10Vic.ai0%27%11criticized challenger
09Zeni0%15%13accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Sage Intacct vs Zoho BooksSage Intacct vs RampZoho Books vs Ramp

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
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01QuickBooks Online40%
02Wave12%
03Xero10%
04Zoho Books6%
05Pilot6%
06Digits4%
07FreshBooks2%
08BILL2%
09Zeni0%
10Vic.ai0%
11Botkeeper0%

02What 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%
8 of 8 labels negative · 7 of 12 models · 7 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
Claude
100%
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 Online
11%
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

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 804 links across 253 sites, every framing counted. Ranked by the number of answers carrying the site or page.

intuit.com
39 answers · 41 citations · 10 models
gotofu.com
28 answers · 29 citations · 10 models
dualentry.com
vendor site · DualEntry21 answers · 23 citations · 7 models
fitsmallbusiness.com
18 answers · 19 citations · 10 models
techcapitalhub.com
17 answers · 17 citations · 8 models
bestaiaccounting.com
15 answers · 20 citations · 8 models
ramp.com
vendor site · Ramp14 answers · 15 citations · 7 models
aimultiple.com
14 answers · 14 citations · 10 models
xero.com
vendor site · Xero13 answers · 22 citations · 6 models
articsledge.com
13 answers · 17 citations · 6 models
startupowl.com
13 answers · 13 citations · 10 models
layer3labs.io
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.

intuit.com/blog/innovative-thinking/best-ai-accounting-software-tools
39 answers · 10 models
gotofu.com/blog/best-ai-bookkeeping-software
23 answers · 9 models
dualentry.com/blog/best-ai-accounting-software
21 answers · 7 models
fitsmallbusiness.com/best-ai-accounting-software
18 answers · 10 models
techcapitalhub.com/top-ai-accounting-software
16 answers · 8 models
aimultiple.com/accounting-ai-agent
14 answers · 10 models
ramp.com/blog/ai-accounting-software
13 answers · 7 models
startupowl.com/setup/ai-bookkeeping-for-small-business
13 answers · 10 models
creativeplanning.com/insights/consulting/ai-accounting-risks-small-business…
10 answers · 10 models
fast.io/resources/best-ai-agents-accounting-finance-2026
10 answers · 9 models

04How 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.
ModelDirect“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 Online
Two alternativesFreshBooks, Xero
Lunos AIChanged
Four alternativesBILL, Pilot, QuickBooks Online, Xero
QuickBooks Online
Two alternativesXero, Zoho Books
against: RampWave
Three alternativesQuickBooks Online, Xero, Zoho Books
no first choiceagainst: ChatGPT
GPT-5.4 miniQuickBooks Online
Two alternativesBotkeeper, Xero
QuickBooks OnlineHeld
Three alternativesBILL, Vic.ai, Xero
QuickBooks Online, Xero
Four alternativesBILL, Botkeeper, Dext, Sage Intacct
Xero
One alternativeQuickBooks Online
no first choicenothing named
Gemini 3.5 FlashPuzzle
Four alternativesBooke AI, Truewind, Xero, Zeni
Alguna, Lunos AIChanged
Four alternativesDocyt, Puzzle, QuickBooks Online, Xero
Puzzle
Six alternativesBooke AI, Inkle, QuickBooks Online, Truewind, Xero, Zeni
Kick
Three alternativesLuca, Wave, Zoho Books
against: Pilot, Zenino first choiceagainst: Botkeeper, ChatGPT, Claude, Gemini, QuickBooks Online, Vic.ai, Xero
Perplexity SonarQuickBooks Online
Two alternativesDigits, Xero
QuickBooks OnlineHeld
Three alternativesDocyt, Lunos AI, Pilot
QuickBooks Online
Three alternativesFreshBooks, Xero, Zoho Books
against: WaveQuickBooks Online, Wave
Two alternativesXero, Zoho Books
no first choiceagainst: Botkeeper, ChatGPT, Claude, Gemini
Grok 4.1 FastQuickBooks Online
Three alternativesFreshBooks, Xero, Zoho Books
QuickBooks OnlineHeld
Three alternativesBILL, Mesha, Xero
QuickBooks Online, Xero
Two alternativesFreshBooks, Zoho Books
Wave
Two alternativesXero, Zoho Books
against: QuickBooks OnlineQuickBooks Online, Xero
Two alternativesBotkeeper, Indy
against: Botkeeper, Digits
Mistral SmallQuickBooks Online
Three alternativesAutoEntry, FreshBooks, HubDoc
PilotChanged
Two alternativesFloQast, FreshBooks
QuickBooks Online
Three alternativesFreshBooks, Xero, Zoho Books
against: FloQast, Sage IntacctWave
One alternativeDigits
no first choiceagainst: Bench
DeepSeek V4 FlashQuickBooks Online
Three alternativesBILL, HubDoc, Xero
against: ZeniBILL, QuickBooks OnlineChanged
Four alternativesFreshBooks, Pilot, Wave, Zeni
against: Vic.aiFreshBooks, Xero
Two alternativesQuickBooks Online, Ramp
against: ChatGPT, Claude, Numeric, Vic.aiZoho Books
Three alternativesDigits, Wave, Xero
against: QuickBooks OnlineQuickBooks Online, Xero
Six alternativesBench, Bookkeeper360, Digits, Docyt, Pilot, Zeni
against: Botkeeper, HubDocagainst: Booke AI, Botkeeper, ChatGPT, Claude, Finaloop, Gemini, Microsoft Copilot
Llama 4 MaverickFreshBooks, QuickBooks Online
Two alternativesAutoEntry, HubDoc
no first choiceChangedQuickBooks Online
Three alternativesSage Intacct, Xero, Zeni
Digits
Seven alternativesAutoEntry, Bookeeping.ai, FreshBooks, HubDoc, QuickBooks Online, Wave, Zoho Books
Growthy
Two alternativesDigits, QuickBooks Online
nothing named
Qwen 3.7 FlashQuickBooks Online
Four alternativesFintual, HubDoc, Pilot, Xero
PilotChanged
Two alternativesQuickBooks Online, Ramp
QuickBooks Online
Three alternativesFreshBooks, Xero, Zoho Books
Wave
One alternativeQuickBooks Online
no first choice
Five alternativesDext, Docyt, QuickBooks Online, Xero, Zeni
against: ChatGPT, Claude, Gemini
Kimi K2QuickBooks Online, Xero
One alternativeFreshBooks
Digits, QuickBooks OnlineChanged
Two alternativesHelloBooks.ai, Xero
Digits, QuickBooks Online
Five alternativesBooke AI, Melio, Ramp, Xero, Zeni
against: BILLWave
Two alternativesFreshBooks, Zoho Books
against: Digits, QuickBooks Onlineno first choiceagainst: ChatGPT, Claude, DeepSeek, Meta AI, QuickBooks Online, Sage Copilot, Xero
GLM 4.7 FlashXQuickBooks Online
Six alternativesDext, Docyt, Pilot, Vic.ai, Xero, Zoho Books
Lunos AIChanged
One alternativeAccountsReceivable.ai
QuickBooks Online
Six alternativesDigits, FreshBooks, Sage Intacct, Xero, Zeni, Zoho Books
Zoho Books
Three alternativesFreshBooks, QuickBooks Online, Wave
no first choiceagainst: ChatGPT, Claude, Gemini
MiniMax M2.5QuickBooks Online, Zoho Books
Three alternativesDigits, FreshBooks, Xero
Pilot, Ramp Accounting AgentChanged
Two alternativesDext, HelloBooks.ai
QuickBooks Online, Xero
One alternativeFreshBooks
Xero
Three alternativesFreshBooks, QuickBooks Online, Zoho Books
against: Digitsno first choiceagainst: ChatGPT/GPT tools, QuickBooks Online, Xero
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:16yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 17:59yes35 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:26yes1720 s
Direct recommendationPerplexity Sonarsonar2026-09-17 20:43yes206 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:14yes3016 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:29yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:36yes812 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:11yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:09no033 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:54yes1032 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:35yes1970 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:01yes624 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:25yes1710 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:00no04 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:49yes1221 s
ParaphrasePerplexity Sonarsonar2026-09-17 19:15yes204 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:29yes3518 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 19:17yes55 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:28yes1825 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:24yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:38yes523 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:31yes919 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:32yes2065 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:23yes740 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:37yes1510 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:55yes39 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:20yes1451 s
ComparativePerplexity Sonarsonar2026-09-17 18:02yes208 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:09yes3819 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 19:08yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:17yes1718 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:01yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:02yes516 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:19yes1536 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:34yes1944 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:58yes1021 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:09yes98 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:57yes25 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:00yes1921 s
Budget constrainedPerplexity Sonarsonar2026-09-17 20:36yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:18yes3016 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:28yes53 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:13yes1915 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:33yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:50yes527 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:02yes923 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:54yes518 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:52yes546 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 17:53no08 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:30no07 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:07yes820 s
Scale constrainedPerplexity Sonarsonar2026-09-17 20:16yes209 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:18yes159 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:55no07 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:50yes1015 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:59yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:22yes524 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:17yes1520 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:39yes1578 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:27no09 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:32yes1810 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:07yes59 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:53yes2671 s
Negative framingPerplexity Sonarsonar2026-09-17 18:22yes207 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 20:16yes4018 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 20:39yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 18:22yes2838 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:41yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 17:55yes843 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:38yes2452 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:30yes2763 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 17:53yes1734 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

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
Sage read as Sage Intacct
Wave Accounting read as Wave
Unresolved, counted raw
ChatGPT/GPT tools
Finaloop
Fintual
Indy
Luca
Mesha
Zoffer (The AI Accountant)
Discontinued, still offered
No shut-down product was recommended here.

Also in accounting and close

The other categories of this function, with the leader in each.
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