Eight of fourteen models named BILL first on the direct prompt; two named Ramp. BILL was named by fourteen of the fourteen models and Ramp by thirteen and BILL carries 57 labels and Ramp 43, so the shares are not directly comparable.
Named in fifteen categories this edition.
Named in seventeen 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.
Across every category in the October 2026 Edition, BILL and Ramp were named in the same answer 139 times, of the 477 answers naming BILL and the 1084 naming Ramp. In those answers Ramp took the first choice thirty-seven times and BILL thirty-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 4.1 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“What to Avoid on a Limited Budget... it starts at $29 to $79+ per user, per month” Gemini 3.5 Flash · budget prompt · hard negative
“BILL - Offers automated invoice capture and coding, configurable approvals, roles, and audit trails... Pricing starts at $45/user/month.” Llama 4 Maverick · budget prompt · first choice
“For a typical mid-market B2B company, BILL offers the best balance of features, vendor network, and automation capabilities.” MiniMax M2.5 · direct 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.