Vic.ai vs Numeric
Two of fourteen models named Vic.ai first on the direct prompt; zero named Numeric. Vic.ai was named by thirteen of the fourteen models and Numeric by seven and Vic.ai carries 30 labels and Numeric 11, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories 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
Vic.aiFirst choices, of fourteen modelsNumeric
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 | |
Vic.ai Numeric first choice named as an alternative argued againstblank: not namedEach cell is one answer, Vic.ai on the left and Numeric on the right.The direct prompt
Vic.ai first, Numeric not the choice
2 of 14 modelsNumeric was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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
Vic.ai0%#14 of 14Numeric0%#– of 14What the models said about Vic.ai
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“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
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
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.