Seven of fourteen models named Ramp first on the direct prompt; two named Navan. Both were named by all fourteen models and Ramp carries 53 labels and Navan 27, so the shares are not directly comparable.
Named in seventeen 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 expense management page.
Across every category in the October 2026 Edition, Ramp and Navan were named in the same answer 183 times, of the 1084 answers naming Ramp and the 320 naming Navan. In those answers Navan took the first choice forty-two times and Ramp fifty-two.
| 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. Two of two in this category shown.
“Ramp or Brex (Best for Card-First, Modern Spend Management): Free platform fees, incredibly fast to set up, highly modern UI, and top-tier AI receipt matching.” Gemini 3.5 Flash · scale prompt · first choice
“Ramp (Best Overall Free Option) ... Go with Ramp. It will save your team dozens of hours of manual receipt-chasing, and you will pay $0 in software fees.” Gemini 3.5 Flash · budget 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.