Numeric vs Digits
Zero of fourteen models named Numeric first on the direct prompt; zero named Digits. Numeric was named by seven of the fourteen models and Digits by nine and Numeric carries 11 labels and Digits 10, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the AI accounting assistants page.
By framing
NumericFirst choices, of fourteen modelsDigits
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | |||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
Numeric Digits first choice named as an alternative argued againstblank: not namedEach cell is one answer, Numeric on the left and Digits on the right.The direct prompt
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
12 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Numeric7%#6 of 17Digits4%#8 of 17What the models said about Numeric
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“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
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.