Ten of fourteen models named Ramp first on the direct prompt; zero named Zoho Expense. Ramp was named by fourteen of the fourteen models and Zoho Expense by twelve and Ramp carries 70 labels and Zoho Expense 14, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in five 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 Zoho Expense were named in the same answer 164 times, of the 1022 answers naming Ramp and the 211 naming Zoho Expense. In those answers Zoho Expense took the first choice forty-three times and Ramp thirty-nine.
| 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. Two of two in this category shown.
“If you need a free or very low-cost solution, Zoho Expense and BILL Spend & Expense are excellent choices.” Mistral Small · budget prompt · first choice
“Zoho Expense stands out as the best spend management platform for companies with a limited budget” Grok 4.20 · 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.