# Numeric vs Digits: which do AI models recommend for AI accounting assistants, October 2026

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Numeric | 7% | #6 of 17 | 0% | 11 | 7 of 14 |
| Digits | 4% | #8 of 17 | 20% | 10 | 9 of 14 |

## The direct prompt, model by model

- Gemini 3.5 Flash: neither first, one named (first choices: Truewind) (alternatives: Numeric, Ramp Accounting Agent, Stampli, Vic.ai)
- DeepSeek V4 Flash: neither first, one named (first choices: Rillet) (alternatives: Digits, Pilot, Sage Intacct)
- 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)
- Perplexity Sonar: neither named (first choices: Rillet, Sage Intacct) (alternatives: Vic.ai, Zeni)
- Grok 4.1 Fast: neither named (first choices: Sage Intacct) (alternatives: Oracle NetSuite, Xero)
- Mistral Small: neither named (first choices: Vic.ai) (alternatives: Oracle NetSuite, Sage Intacct)
- Llama 4 Maverick: neither named (first choices: Vic.ai) (alternatives: BILL, Oracle NetSuite, Sage Intacct)
- Qwen 3.7 Flash: neither named (first choices: Sage Intacct) (alternatives: BlackLine, Bluecopa, Oracle NetSuite, Vic.ai)
- 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)
- MiniMax M2.5: neither named (first choices: Sage Intacct) (alternatives: Booke AI, Oracle NetSuite, Vic.ai)
- 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 Numeric

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

## What the models said about Digits

- "Digits and similar AI-first tools may be interesting, but they're aimed more at growing companies than the absolute lowest-budget option" (GPT-5.4 mini, budget prompt, soft negative)
- "Platforms like Digits and Puzzle work best on clean, standardized data and require significant manual handling for edge cases" (Claude Haiku 4.5, negative prompt, soft negative)
- "Want an AI-native ledger that replaces QBO | Digits | Built from scratch as an AI ledger with continuous reconciliation." (Gemini 3.5 Flash, comparative prompt, first choice)
- "Digits at $65 a month is the best AI bookkeeping tool for most small businesses" (Muse Glimmer 30B, budget prompt, first choice)
- "at $65 a month for Essentials, representing the best mix of depth and cost" (Claude Haiku 4.5, budget 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.
