Index › Finance › Accounting and close › AI accounting assistants › Enterprise · November 2026 Edition
AI accounting assistants for enterprise buyers
Asked as “AI bookkeeping tool”, and as “AI agent for accounting tasks”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
15%
Contested · Vic.ai 15%
15Oracle NetSuite15Vic.ai11BlackLine59others
15% of first choices, contested.
Since October 2026=heldSince October 2026: 15% → 15%, ±0 points. Inside the 10-point floor: within noise.Vic.ai held the lead, ±0 points on 15%, 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 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.Standing →Enterprise
Vic.ai15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 10-point floor: within noise.This page
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.Standing →EnterpriseVic.ai15%Contested=heldSince October 2026: 15% → 15%, ±0 points. Inside the 10-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Vic.ai15%0%29accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 10-point floor: within noise.15% → 15%
Vic.ai15%0%29accepted challenger=heldSince October 2026: 15% → 15%, ±0 points. Inside the 10-point floor: within noise.15% → 15%02
Oracle NetSuite15%8%26accepted challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 10-point floor: within noise.13% → 15%
Oracle NetSuite15%8%26accepted challenger▲+2Since October 2026: 13% → 15%, +2 points. Inside the 10-point floor: within noise.13% → 15%03
BlackLine11%5%22accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 10-point floor: within noise.13% → 11%
BlackLine11%5%22accepted challenger▼−2Since October 2026: 13% → 11%, −2 points. Inside the 10-point floor: within noise.13% → 11%04
Sage Intacct4%9%22accepted challenger▼−11Since October 2026: 15% → 4%, −11 points. Past the 10-point floor: movement.15% → 4%
Sage Intacct4%9%22accepted challenger▼−11Since October 2026: 15% → 4%, −11 points. Past the 10-point floor: movement.15% → 4%05
HighRadius4%0%13accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
HighRadius4%0%13accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%06
Rillet2%0%11accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise.6% → 2%
Rillet2%0%11accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise.6% → 2%07
Digits2%44%16criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Digits2%44%16criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%08
Xero2%50%10criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Xero2%50%10criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
13QuickBooks Online0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
QuickBooks Online0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
Botkeeper0%54%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Botkeeper0%54%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Zeni0%25%16criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Zeni0%25%16criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%09
FloQast0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
FloQast0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Trullion0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Trullion0%0%11accepted 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304050607080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Vic.ai15%
Vic.ai15%02Oracle NetSuite15%
Oracle NetSuite15%03BlackLine11%
BlackLine11%04Sage Intacct4%
Sage Intacct4%05HighRadius4%
HighRadius4%06Rillet2%
Rillet2%07Digits2%
Digits2%08Xero2%
Xero2%09FloQast0%
FloQast0%10Trullion0%
Trullion0%11Zeni0%
Zeni0%12Botkeeper0%
Botkeeper0%13QuickBooks Online0%
QuickBooks Online0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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
71%
5 of 7 labels negative · 5 of 14 models · 5 hard negative
“Generic GenAI Tools (e.g., standalone ChatGPT, Claude, Gemini integrations for accounting tasks): High hallucination risk... Avoid for any financial reporting” Grok 4.20, negative prompt
Claude100%
5 of 5 labels negative · 5 of 14 models · 5 hard negative
“Generic GenAI Tools (e.g., standalone ChatGPT, Claude, Gemini integrations for accounting tasks): High hallucination risk” Grok 4.20, negative prompt
QuickBooks Online57%
8 of 14 labels negative · 5 of 14 models · 3 hard negative
“Tools originally designed for SMBs (e.g., QuickBooks Online, Xero, FreshBooks, Zoho Books)... Why to Avoid: Scale Limitations:” Qwen 3.7 Flash, negative prompt
Digits44%
7 of 16 labels negative · 5 of 14 models · 2 hard negative
“Digits ($65-$250/mo per plan) — per-entity pricing with transaction-based add-ons” DeepSeek V4 Flash, budget 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
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. 1002 links across 361 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.
34 answers · 52 citations · 12 models
vendor site · Zeni31 answers · 38 citations · 12 models
vendor site · Maxima20 answers · 24 citations · 12 models
18 answers · 19 citations · 11 models
vendor site · Rillet14 answers · 20 citations · 9 models
vendor site · Capterra14 answers · 15 citations · 8 models
13 answers · 13 citations · 6 models
vendor site · NetSuite12 answers · 19 citations · 6 models
vendor site · Oracle11 answers · 17 citations · 6 models
vendor site · Sage11 answers · 14 citations · 7 models
11 answers · 13 citations · 8 models
11 answers · 11 citations · 9 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.
25 answers · 9 models
14 answers · 11 models
13 answers · 6 models
12 answers · 8 models
12 answers · 9 models
11 answers · 9 models
10 answers · 7 models
9 answers · 7 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 |
|---|---|---|---|---|---|---|---|
| Vic.ai vic.ai | 15% | 82 | 720 | 0 | 1,251 | 1 | |
| Oracle parent site Oracle NetSuite 15% | 15% | 542 | 450,000 | 66,611 | |||
| BlackLine blackline.com BlackLine 11%, BlackLine Agentic Financial Operations Platform with Verity™ AI 2%, BlackLine's Verity AI suite 2% | 15% | 249 | 27,100 | 1,255 | 28,740 | $4,066 | 79 |
| Tofu gotofu.com | 7% | 13 | |||||
| Sage sage.com Sage Intacct 4% | 4% | 500 | 246,000 | 90,599 | 1,737,127 company | $114,671 | 78 |
| HighRadius highradius.com | 4% | 604 | 6,600 | 118 | 294,561 | $2,272 | 120 |
| OCTA Flow | 4% | ||||||
| Oracle Fusion oracle.com Oracle Fusion Cloud Financial Management 2%, Oracle Fusion Cloud Financials 2% | 4% | 13 | 7,410,638 company | $247 | 101 | ||
| Stacks stacks.ai Stacks 2%, Stacks AI 2% | 4% | 4 | |||||
| Rillet rillet.com | 2% | 50 | 8,100 | 168 | 4,712 | $4,776 | 56 |
Google's top ten for the three searches hold 22 sites; 0 of them are among the sites the models cited here. 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 an enterprise B2B company?”Paraphrase“Which AI agent for accounting tasks would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI accounting tools and how do they differ?”Budget-constrained“What is the best AI bookkeeping tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AI bookkeeping tool. What should we look at?”Negative“Which AI accounting tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Vic.aiOracle NetSuiteChangedFloQastTofuagainst: Docyt, Zenino first choicenothing named
Three alternatives
Botkeeper, Netgain, Sage IntacctThree alternatives
Light, Ramp Accounting Agent, Vic.aiFive alternatives
Numeric, Sage Intacct, Trullion, Vic.ai, Zone & CoOne alternative
BotkeeperGPT-5.4 miniSage IntacctWorkday Accounting AgentChangedagainst: Intuit Enterprise SuiteNetSuite Planning and Budgeting, Oracle Cloud ERP, Workday Financial ManagementXerono first choicenothing named
One alternative
Intuit Enterprise SuiteTwo alternatives
Oracle Fusion Cloud Financial Management, SAP Financial ManagementSeven alternatives
Adopt AI, Artifact, DayZero, Intuit Enterprise Suite, QuickBooks Online, SAP Concur, StacksOne alternative
BILLGemini 3.5 FlashVic.aiagainst: Bench, Pilot, QuickBooks OnlineBlackLine, HighRadius, Vic.aiChangedBlackLineStamplino first choicenothing named
Five alternatives
BlackLine, HighRadius, Numeric, Rillet, TrullionFour alternatives
Auditoria.ai, Oracle Fusion Cloud ERP Agents, SAP, Workday Financial ManagementSeven alternatives
AppZen, Dynamics 365 Copilot, HighRadius, Numeric, Sage Intacct, Trullion, Vic.aiTwo alternatives
Tipalti, Vic.aiPerplexity SonarOracle NetSuiteBlackLineChangedBlackLineSage Intacctagainst: Booke AI, Botkeeper, Digitsno first choiceagainst: Botkeeper
Five alternatives
Docyt, HighRadius, Rillet, Sage Intacct, ZeniThree alternatives
HighRadius, Maxima, Vic.aiEight alternatives
Numeric, Oracle NetSuite, Ramp Accounting Agent, Rillet, Sage Intacct, Trullion, Vic.ai, WorkivaTwo alternatives
Microsoft Dynamics 365 Finance, Oracle NetSuiteGrok 4.20Oracle NetSuiteagainst: Booke AI, Botkeeper, Digits, DocytVic.aiChangedagainst: BILLOracle NetSuite, Rilletagainst: QuickBooks OnlineOracle NetSuiteagainst: Booke AI, Botkeeper, Digits, QuickBooks Online, Xero, Zenino first choiceagainst: ChatGPT, Claude, DataSnipper, Dext, FreshBooks, Gemini, MindBridge, QuickBooks with AI features, Vyapar Taxone/Suvit, Wave, Xero AI, Zoho Books AI
Three alternatives
Sage Intacct, Vic.ai, ZeniEight alternatives
Accy.ai, Brex, Docyt, HighRadius, Kolleno, Ramp Accounting Agent, Upflow, VersapayFour alternatives
BILL, Sage Intacct, Trullion, WorkivaTwo alternatives
Sage Intacct, Vic.aiMistral SmallOCTA FlowHighRadiusChangedOracle NetSuite, Sage IntacctTofuagainst: Digits, Zenino first choicenothing named
Four alternatives
Booke AI, Digits, Tofu, ZeniFour alternatives
Maxima, Numeric, Ramp Accounting Agent, Vic.aiSix alternatives
BILL, Docyt, Ramp Accounting Agent, Rossum, Trullion, Vic.aiOne alternative
Microsoft Dynamics 365 Business CentralDeepSeek V4 FlashRillet, Vic.aiMaximaChangedagainst: Botkeeper, Pilot, QuickBooks Online, Xerono first choiceAcumatica Cloud ERPagainst: Digits, Oracle NetSuite, Pilot, QuickBooks Online, XeroRamp Accounting Agentagainst: Booke AI, Botkeeper, Digits, Tofuagainst: ChatGPT, Claude, Gemini, QuickBooks Online, Xero
Four alternatives
BlackLine, Botkeeper, HighRadius, Sage IntacctTwo alternatives
Rillet, Vic.aiEleven alternatives
BlackLine, DualEntry, FloQast, Microsoft Copilot, Microsoft Dynamics 365, Numeric, Oracle Fusion Cloud Financial Management, Rillet, SAP S/4HANA + Joule, Trullion, ZeniThree alternatives
Oracle Fusion, Tipalti, TofuThree alternatives
BlackLine, FloQast, TruewindLlama 4 MaverickOCTA Flowno first choiceChangedno first choiceno first choiceno first choicenothing named
Five alternatives
Booke AI, Digits, Docyt, Tofu, ZeniQwen 3.7 FlashOracle NetSuiteStacks AIChangedBlackLine, Trintech CadencyTofuagainst: Booke AI, Botkeeper, Digitsno first choiceagainst: BILL, ChatGPT, Claude, FreshBooks, Gemini, Navan, QuickBooks Online, Xero, Zoho Books
Three alternatives
BILL, Sage Intacct, ZeniFour alternatives
BlackLine, Oracle Financial Services AI, SAP Intelligent RPA, UiPathThree alternatives
Microsoft Dynamics 365 Finance, Oracle Fusion Cloud ERP, SAP S/4HANAKimi K2BlackLineBlackLineHeldOracle NetSuite, SAP S/4HANABlackLineagainst: Oracle NetSuite, Sage Intacctno first choiceagainst: ChatGPT, Claude, QuickBooks Online AI
Four alternatives
Oracle NetSuite, Trintech Cadency, Vic.ai, ZeniThree alternatives
Maxima, Trintech Cadency, Vic.aiSix alternatives
FloQast, Oracle Fusion Cloud ERP, Sage Copilot, Sage Intacct, Vic.ai, Workday Adaptive PlanningOne alternative
FloQastGLM 4.7 FlashXSoftLedgerBlackLine's Verity AI suiteChangedSage IntacctOracle NetSuiteagainst: Bookeeping.ai, Docyt, Zenino first choicenothing named
Seven alternatives
Campfire, Digits, DualEntry, Eleven, Flow ERP, HelloBooks.ai, RilletFour alternatives
Maxima AI, Numos AI, Stacks, Zeni AISix alternatives
BILL, Digits, FloQast, Odoo, Oracle NetSuite with AI Features, QuickBooks Enterprise with Intuit IntelligenceOne alternative
Microsoft Dynamics 365 Business CentralMiniMax M2.5Oracle Fusion Cloud Financial Management, Vic.aiStacksChangedSAP S/4HANAOracle NetSuite, SAP S/4HANAagainst: Sage Intacctno first choiceagainst: ARTEX AI agent
Three alternatives
BlackLine, Digits, Trintech CadencyEight alternatives
BlackLine, FloQast, HighRadius, Oracle NetSuite, Ramp Accounting Agent, Sage Intacct, Tabs, Workday Financial ManagementNine alternatives
BILL, Botkeeper, FloQast, Microsoft Dynamics 365 Business Central, Oracle Fusion Cloud ERP, Oracle NetSuite, Ramp Accounting Agent, Sage Intacct, WorkivaTwo alternatives
Tofu, ZeniGPT-6 LunaOracle Fusion Cloud FinancialsBlackLine Verity PrepareChangedno first choiceMicrosoft Dynamics 365 Financeagainst: Clearsumno first choiceagainst: Intuit, QuickBooks Online
Three alternatives
Oracle NetSuite, Sage Intacct, Vic.aiTwo alternatives
Oracle's Ledger Agentic Application, SAP Joule's Financial Closing AssistantMuse Glimmer 30BVic.aiBlackLine Agentic Financial Operations Platform with Verity™ AIChangedBlackLine, FloQastDigitsagainst: BlackLine, Microsoft Dynamics 365 Business Central, SAP SE with Joule AI copilot in S/4HANA, Zeni Enterprise Custom Pricingno first choiceagainst: ChatGPT, Claude, Gemini
Three alternatives
BlackLine, Tipalti, ZeniTwo alternatives
HighRadius, Stacks AISeven alternatives
HighRadius, Microsoft Dynamics 365 Business Central, Numeric, Oracle Fusion Cloud ERP, Oracle NetSuite, Trullion, Vic.aiThree alternatives
Docyt, Puzzle, TofuBold 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 10:43 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | yes | 2 | 5 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 11:35 | yes | 13 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:31 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:27 | yes | 19 | 38 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:52 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:22 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:56 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:01 | yes | 9 | 58 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:49 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:07 | yes | 20 | 71 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 20 | 55 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:09 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:07 | yes | 14 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:46 | yes | 18 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:03 | yes | 5 | 4 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 12:48 | yes | 13 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:56 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 5 | 31 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:40 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:43 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:47 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | yes | 5 | 47 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:08 | yes | 20 | 27 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:48 | yes | 23 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:33 | yes | 10 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:12 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:41 | yes | 15 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:59 | yes | 8 | 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 09:50 | yes | 13 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:34 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 10 | 40 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | yes | 15 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:59 | yes | 25 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:23 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 25 | 71 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:15 | yes | 25 | 24 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:48 | yes | 15 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:34 | yes | 7 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:53 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:21 | yes | 14 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:35 | yes | 2 | 5 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 11:39 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:59 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 25 | 34 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:00 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 24 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:20 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:05 | yes | 5 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:10 | yes | 25 | 56 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:55 | yes | 24 | 37 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 15 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:43 | yes | 3 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:34 | yes | 23 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | yes | 4 | 9 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 11:41 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:20 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 10 | 42 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:07 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:38 | yes | 25 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:16 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:29 | yes | 5 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:44 | yes | 15 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:33 | yes | 24 | 52 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:58 | no | 0 | 17 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:00 | yes | 4 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:13 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:01 | 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 08:57 | yes | 8 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:54 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 14 | 37 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:47 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:04 | yes | 25 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:28 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:52 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:55 | yes | 24 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 23 | 85 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:26 | yes | 14 | 59 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | yes | 5 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:31 | yes | 24 | 32 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
HelloBooks read as HelloBooks.ai
NetSuite read as Oracle NetSuite
NetSuite (Oracle) read as Oracle NetSuite
QuickBooks read as QuickBooks Online
QuickBooks Enterprise read as QuickBooks Online
Ramp read as Ramp Accounting Agent
Trintech read as Trintech Cadency
Trintech (CAMMS) read as Trintech Cadency
Workday read as Workday Financial Management
Workday (Workday Illuminate) read as Workday Financial Management
Unresolved, counted raw
ARTEX AI agent
Adopt AI
Artifact
Auditoria
Auditoria.ai
BlackLine Agentic Financial Operations Platform with Verity™ AI
BlackLine Verity Prepare
BlackLine's Verity AI suite
Clearsum
DayZero
Docyt Accountant Copilot
Dynamics 365 Copilot
Expensify AI features
Intuit
Maxima AI
Microsoft 365 Copilot
Numos AI
Oracle AI
Oracle Financial Services AI
Oracle Fusion AI
Oracle Fusion Cloud ERP Agents
Oracle NetSuite AI
Oracle NetSuite with AI Features
Oracle's Ledger Agentic Application
QuickBooks Enterprise with Intuit Intelligence
QuickBooks Online AI
QuickBooks with AI features (Intuit)
SAP Business AI
SAP Business AI / Joule
SAP Financial Management
SAP Intelligent RPA
SAP Joule's Financial Closing Assistant
SAP S/4HANA + Joule
SAP S/4HANA Cash Application
SAP S/4HANA Finance + Joule
SAP SE with Joule AI copilot in S/4HANA
SAP with AI (e.g., Joule)
VDF.AI
Vyapar Taxone/Suvit
Workday AI
Workday Illuminate
Xero AI
Zeni Enterprise Custom Pricing
Zoho Books AI
Discontinued, still offered
No shut-down product was recommended here.