Seven of fourteen models named BILL first on the direct prompt; one named Ramp. Both were named by all fourteen models and BILL carries 64 labels and Ramp 31, so the shares are not directly comparable.
Named in thirteen categories this edition.
Named in sixteen 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 4.20 | ||||||
| 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.
“What to Avoid on a Tight Budget - BILL (Bill.com) — Starts at $29–49/user/month and can get pricey quickly” DeepSeek V4 Flash · budget prompt · hard negative
“most reviewers were let down by their experience overall... severely delayed transactions, unexpected fees” Muse Glimmer 30B · negative prompt · hard negative
“I wouldn't start with BILL on a limited budget: its entry-level plan is $49 per user per month” GPT-6 Luna · budget prompt · hard negative
“For most mid-sized B2B companies, BILL is the top recommendation due to its balance of features, ease of use, and scalability.” Mistral Small · paraphrase prompt · first choice
“BILL is the best all-round B2B payment platform for growing companies that need real accounts payable and receivable automation” Claude Haiku 4.5 · comparative 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.