# AI accounting assistants: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "AI bookkeeping tool" and as "AI agent for accounting tasks", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/finance/accounting/ai-accounting-assistants/2026-11

**Standing:** Zoho Books leads with 23% of first choices; verdict contested. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Zoho Books](https://www.gane.ai/index/finance/vendors/zoho-books/index.md) | 23% | 0% | 16 |
| 2 | [Rillet](https://www.gane.ai/index/finance/vendors/rillet/index.md) | 21% | 0% | 18 |
| 3 | [Sage Intacct](https://www.gane.ai/index/finance/vendors/sage-intacct/index.md) | 12% | 7% | 27 |
| 4 | [QuickBooks Online](https://www.gane.ai/index/finance/vendors/quickbooks-online/index.md) | 6% | 18% | 39 |
| 5 | [Numeric](https://www.gane.ai/index/finance/vendors/numeric/index.md) | 6% | 0% | 15 |
| 6 | [Vic.ai](https://www.gane.ai/index/finance/vendors/vic-ai/index.md) | 4% | 6% | 33 |
| 7 | [Xero](https://www.gane.ai/index/finance/vendors/xero/index.md) | 4% | 8% | 36 |
| 8 | [Ramp Accounting Agent](https://www.gane.ai/index/finance/vendors/ramp-accounting-agent/index.md) | 4% | 0% | 18 |
| 10 | [FloQast](https://www.gane.ai/index/finance/vendors/floqast/index.md) | 2% | 0% | 11 |
| 17 | [BILL](https://www.gane.ai/index/finance/vendors/bill/index.md) | 0% | 0% | 17 |
| 18 | [Zeni](https://www.gane.ai/index/finance/vendors/zeni/index.md) | 0% | 14% | 22 |
| 19 | [Docyt](https://www.gane.ai/index/finance/vendors/docyt/index.md) | 0% | 7% | 14 |

Rank is by share of first choices among all 95 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: DualEntry; alternatives Campfire, Rillet, Sage Intacct
- GPT-5.4 mini: Intuit Enterprise Suite, QuickBooks Online; alternatives BILL, Botkeeper, Campfire, Vic.ai
- Gemini 3.5 Flash: Vic.ai; alternatives Numeric, Ramp Accounting Agent, Stampli, Tabs
- Perplexity Sonar: Sage Intacct; alternatives Booke AI, Rillet, Vic.ai, Zeni
- Grok 4.20: Rillet; alternatives Sage Intacct
- Mistral Small: Rillet, Sage Intacct; alternatives Microsoft Dynamics 365 Business Central
- DeepSeek V4 Flash: Rillet; alternatives Digits, Zeni
- Llama 4 Maverick: Sage Intacct; alternatives Microsoft Dynamics 365 Business Central, Rillet, Zeni
- Qwen 3.7 Flash: Rillet; alternatives Vic.ai, Zeni
- Kimi K2: Rillet; alternatives QuickBooks with AI, Ramp Accounting Agent, Sage Intacct
- GLM 4.7 FlashX: Rillet; alternatives Booke AI, Docyt
- MiniMax M2.5: QuickBooks Online; alternatives DualEntry, Netgain, Vic.ai
- GPT-6 Luna: Sage Intacct; alternatives Numeric, Oracle NetSuite
- Muse Glimmer 30B: Sage Intacct; alternatives Microsoft Dynamics 365 Business Central, Rillet

## Sources the answers cite

79 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- resources.rework.com: 30 answers, 38 citations
- zeni.ai: 23 answers, 29 citations
- xero.com: 21 answers, 24 citations
- rillet.com: 20 answers, 35 citations
- gotofu.com: 13 answers, 13 citations
- atozaiaccounting.com: 12 answers, 12 citations
- quickbooks.intuit.com: 11 answers, 18 citations
- capterra.com: 11 answers, 12 citations

Pages named in the most answers:

- https://zeni.ai/blog/best-ai-accounting-software (22 answers)
- https://rillet.com/blog/5-best-accounting-software-solutions-medium-sized-businesses (18 answers)
- https://startupowl.com/setup/ai-bookkeeping-for-small-business (11 answers)
- https://atozaiaccounting.com/directory (10 answers)
- https://intuit.com/blog/innovative-thinking/best-ai-accounting-software-tools (10 answers)
- https://resources.rework.com/tools/ai-tools/best-ai-tools-for-accounting-2026 (10 answers)
- https://xero.com/us/accountant-bookkeeper-guides/ai-in-accounting (10 answers)
- https://resources.rework.com/tools/ai-agents/best-ai-agents-for-bookkeeping-2026 (9 answers)
- https://dualentry.com/blog/best-ai-accounting-software (8 answers)
- https://gotofu.com/blog/best-ai-bookkeeping-software (8 answers)

## Warned against

- ChatGPT: 7 of 7 labels negative. "Public LLMs (ChatGPT, Claude, etc.) | Copy‑pasting K‑1s, SSNs, or client emails to generate memos. | Data can be stored and reused; violates Section 7216 and AICPA confidentiality." (GLM 4.7 FlashX, negative prompt)
- Claude: 7 of 8 labels negative. "Public Generative AI Tools (ChatGPT, Claude, etc.) for Client Data ... Entering confidential client information into public AI tools is a professional ethics violation" (Kimi K2, negative prompt)
- Digits: 6 of 21 labels negative. "Avoid paying for an AI-native tool such as Digits unless its extra automation will save substantial bookkeeping time" (Perplexity Sonar, budget prompt)
- QuickBooks Online: 7 of 39 labels negative. "found it gave wrong or irrelevant answers on more than half of them ... users report no way to turn it off" (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: Sage Intacct (22%) to Zoho Books (23%). Margin 11 points, beyond the floor.

- Zoho Books: 11% to 23%, +12. Cleared the floor by 2 points · rank 3 → 1 of 95.
- Rillet: 11% to 21%, +10. Inside the floor by 0 points · rank 2 of 95, unchanged.
- Sage Intacct: 22% to 12%, −10. Inside the floor by 0 points · rank 1 → 3 of 95.
- Vic.ai: 9% to 4%, −5. Inside the floor by 5 points · rank 4 → 6 of 95.
- Wave: 9% to 4%, −5. Inside the floor by 5 points · rank 5 → 9 of 95.
- QuickBooks Online: 2% to 6%, +4. Inside the floor by 6 points · rank 9 → 4 of 95.
- Digits: 4% to 0%, −4. Inside the floor by 6 points · rank 8 → 21 of 95.
- Ramp Accounting Agent: 2% to 4%, +2. Inside the floor by 8 points · rank 10 → 8 of 95.
- BILL: 2% to 0%, −2. Inside the floor by 8 points · rank 11 → 17 of 95.
- Zeni: 2% to 0%, −2. Inside the floor by 8 points · rank 13 → 18 of 95.
- Docyt: 2% to 0%, −2. Inside the floor by 8 points · rank 14 → 19 of 95.
- Puzzle: 2% to 0%, −2. Inside the floor by 8 points · rank 15 → 36 of 95.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.