One of fourteen models named Vic.ai first on the direct prompt; zero named Ramp Accounting Agent. Vic.ai was named by fourteen of the fourteen models and Ramp Accounting Agent by eleven and Vic.ai carries 33 labels and Ramp Accounting Agent 18, so the shares are not directly comparable.
Named in two 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.
Across every category in the November 2026 Edition, Vic.ai and Ramp Accounting Agent were named in the same answer twenty-one times, of the 87 answers naming Vic.ai and the 37 naming Ramp Accounting Agent. In those answers Ramp Accounting Agent took the first choice two times and Vic.ai three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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 six in this category shown.
“avoid expensive, fully managed AI bookkeeping services (like Zeni or Vic.ai, which cost $200–$500+ per month)” Gemini 3.5 Flash · budget prompt · hard negative
“Avoid purely free trials (like some from Botkeeper or Vic.ai) for ongoing use” Grok 4.20 · budget prompt · hard negative
“Best For: Mid-market companies with high invoice volume (1,000+ invoices/month) and multi-entity structures.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Start with a free trial based on your pain points (e.g., Vic.ai for AP headaches).” Grok 4.20 · comparative prompt · first choice
“Best for AP & Autonomous Invoice Processing: Vic.ai” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd recommend Ramp if you want an immediate, low-friction win with measurable ROI” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd recommend Ramp as the starting point” Kimi K2 · paraphrase prompt · first choice
“Ramp + QuickBooks combination if you want best-in-class spend management with solid bookkeeping” Kimi K2 · direct prompt · alternative
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.