Two of fourteen models named Ramp first on the direct prompt; two named AvidXchange. Ramp was named by thirteen of the fourteen models and AvidXchange by twelve and Ramp carries 43 labels and AvidXchange 26, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in eight 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 business bill pay 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 | ||||||
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Mid‑market and real‑estate verticals; strong AP automation ... AvidXchange is a strong contender.” GLM 4.7 FlashX · direct prompt · first choice
“My recommendation: Start with AvidXchange as it's specifically designed for mid-market businesses” GLM 4.7 FlashX · paraphrase prompt · first choice
“Start by evaluating AvidXchange and BILL.com side-by-side ... if you're a true mid-market company” Kimi K2 · 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.