Vic.ai vs Numeric
One of twelve models named Vic.ai first on the direct prompt; one named Numeric. Vic.ai was named by eleven of the twelve models and Numeric by nine and Vic.ai carries 34 labels and Numeric 17, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 twelve modelsNumeric
Across every category in the September 2026 Edition, Vic.ai and Numeric were named in the same answer thirty-six times, of the 97 answers naming Vic.ai and the 202 naming Numeric. In those answers Numeric took the first choice eight times and Vic.ai two.
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 | | | |
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
1 of 12 modelsNumeric was named in the answer but not as the choice, or not at all.Numeric first, Vic.ai an alternative
1 of 12 modelsVic.ai was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 12 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%#10 of 11Numeric0%#– of 11Vic.ai7%#4 of 14Numeric7%#6 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 five in this category shown.
“Ranked low in privacy audits ... they train AI on customer data without easy opt-out” Grok 4.1 Fast · negative prompt · soft negative
“Vic.ai requires significant invoice volume to justify its cost” Qwen 3.7 Flash · comparative prompt · soft negative
“Vic.ai is recommended for mid-market or enterprise AP teams, as it's autonomous invoice processing for organizations processing thousands of bills every month” Claude Haiku 4.5 · direct prompt · first choice
“For most mid-sized B2B companies, Vic.ai is the top recommendation due to its specialized focus on AP automation and proven scalability.” Mistral Small · paraphrase prompt · first choice
“I recommend starting with Vic.ai for accounts payable and Docyt for end‑to‑end bookkeeping.” GLM 4.7 FlashX · 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.
“Best For: Mid-market finance teams looking to dramatically compress close times.... It is built for audit scrutiny.” Gemini 3.5 Flash · 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.