Zero of fourteen models named Ramp first on the direct prompt; three named BILL Accounts Payable. Both were named by all fourteen models and Ramp carries 45 labels and BILL Accounts Payable 61, so the shares are not directly comparable.
Named in seventeen 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 accounts payable automation 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Ramp can be cost-effective for card-first teams, but finance teams needing robust, real-time AP-to-ERP workflows ... often find the AP layer thin.” Muse Glimmer 30B · negative prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Multiple users complain about Bill.com's practice of holding funds for extended periods — up to a week — before releasing them, which affects cash flow.” Muse Glimmer 30B · negative prompt · hard negative
“Tools with Notable Concerns ... Persistent Bugs | Reuses invoice numbers from archived vendors, causing reconciliation errors” Kimi K2 · negative prompt · hard negative
“BILL AP/AR | Payment issues, sync errors, poor support” Mistral Small · negative prompt · hard negative
“For most mid-sized B2B companies, I'd suggest starting with BILL for its balance of affordability, ease of use, and comprehensive features” Claude Haiku 4.5 · paraphrase prompt · first choice
“For most mid-sized B2B companies, BILL offers the best balance of features, pricing transparency, and scalability.” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd suggest starting with Bill.com or Tipalti as they balance strong automation with reasonable complexity” MiniMax M2.5 · 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.