# Vic.ai vs Numeric: which do AI models recommend for AI accounting assistants, October 2026

Finance AI Recommendation Index, October 2026 Edition, AI accounting assistants. Two of fourteen models named Vic.ai first on the direct prompt; zero named Numeric. Page: https://finance-ai-index.com/accounting/ai-accounting-assistants/vic-ai-vs-numeric/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Vic.ai | 9% | #4 of 17 | 7% | 30 | 13 of 14 |
| Numeric | 7% | #6 of 17 | 0% | 11 | 7 of 14 |

## The direct prompt, model by model

- Mistral Small: vic.ai first (first choices: Vic.ai) (alternatives: Oracle NetSuite, Sage Intacct)
- Llama 4 Maverick: vic.ai first (first choices: Vic.ai) (alternatives: BILL, Oracle NetSuite, Sage Intacct)
- Gemini 3.5 Flash: neither first, one named (first choices: Truewind) (alternatives: Numeric, Ramp Accounting Agent, Stampli, Vic.ai)
- Perplexity Sonar: neither first, one named (first choices: Rillet, Sage Intacct) (alternatives: Vic.ai, Zeni)
- Qwen 3.7 Flash: neither first, one named (first choices: Sage Intacct) (alternatives: BlackLine, Bluecopa, Oracle NetSuite, Vic.ai)
- MiniMax M2.5: neither first, one named (first choices: Sage Intacct) (alternatives: Booke AI, Oracle NetSuite, Vic.ai)
- Claude Haiku 4.5: neither named (first choices: Sage Intacct) (alternatives: Ramp Accounting Agent, Rillet, Xero)
- GPT-5.4 mini: neither named (first choices: Sage Intacct) (alternatives: FloQast, HighRadius)
- Grok 4.1 Fast: neither named (first choices: Sage Intacct) (alternatives: Oracle NetSuite, Xero)
- DeepSeek V4 Flash: neither named (first choices: Rillet) (alternatives: Digits, Pilot, Sage Intacct)
- Kimi K2: neither named (first choices: Sage Intacct) (alternatives: BILL, Oracle NetSuite, Ramp Accounting Agent, Rillet)
- GLM 4.7 FlashX: neither named (first choices: Sage Intacct, Xero) (alternatives: Oracle NetSuite, Ramp Accounting Agent, Rillet)
- GPT-6 Luna: neither named (first choices: Sage Intacct) (alternatives: Intuit Enterprise Suite, Oracle NetSuite)
- Muse Glimmer 30B: neither named (first choices: Rillet) (alternatives: Sage Intacct)

## What the models said about Vic.ai

- "Both claim up to 95% autonomy for AP tasks and bookkeeping, but these figures should be treated as marketing claims rather than guarantees." (Mistral Small, negative prompt, soft negative)
- "Overhyped Autonomy Claims (e.g., Booke AI, Vic.ai claiming 95% hands-off)" (Grok 4.1 Fast, negative prompt, soft negative)
- "1. Vic.ai - Autonomous AP at real enterprise invoice volume, with invoice coding cost drops from ~$12 to under $2 each." (Llama 4 Maverick, paraphrase prompt, first choice)
- "Vic.ai is often cited as the best AI-driven tool for bookkeeping, especially for AP automation" (Mistral Small, direct prompt, first choice)
- "I'd recommend Vic.ai as a top choice for a mid-sized B2B company" (MiniMax M2.5, paraphrase prompt, first choice)

## What the models said about Numeric

- "I'd recommend Numeric if your main need is month-end close, reconciliation, and financial reporting" (Perplexity Sonar, paraphrase prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.