One of twelve models named Vic.ai first on the direct prompt; zero named Xero. Vic.ai was named by eleven of the twelve models and Xero by twelve and Vic.ai carries 34 labels and Xero 30, so the shares are not directly comparable.
Named in three categories this edition.
Named in twenty 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.
| 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 |
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.
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
No label in this category carried a quote.
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.