Ten of fourteen models named Ramp first on the direct prompt; one named BILL Spend & Expense. Both were named by all fourteen models and Ramp carries 70 labels and BILL Spend & Expense 50, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in four 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 spend management platforms page.
Across every category in the November 2026 Edition, Ramp and BILL Spend & Expense were named in the same answer 336 times, of the 1022 answers naming Ramp and the 363 naming BILL Spend & Expense. In those answers BILL Spend & Expense took the first choice thirty-one times and Ramp 137.
| 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. One of one in this category shown.
“Modern All-in-One Spend Platforms | Ramp, Brex, Spendesk | Fast-growing mid-market companies wanting corporate cards, AP, expenses, and automated savings in one clean UI.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Who Should Avoid It: Fast-moving companies that make frequent vendor payments and cannot afford payment processing holds” Gemini 3.5 Flash · negative prompt · hard negative
“Platforms with Strong Negative Feedback (High Caution)” Grok 4.20 · negative prompt · hard negative
“Platforms like BILL Spend + Expense, Brex, or Pleo often market the software as free because they earn on interchange fees. Proceed with caution” Qwen 3.7 Flash · negative prompt · soft negative
“For companies with the tightest budgets, BILL Spend & Expense is hard to beat since it's completely free with unlimited users.” Claude Haiku 4.5 · budget prompt · first choice
“The best spend management platform for a company with a limited budget is BILL Spend & Expense” Llama 4 Maverick · budget 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.