Nine of fourteen models named Ramp first on the direct prompt; two named Expensify. Both were named by all fourteen models and Ramp carries 59 labels and Expensify 65, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in seven 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 November 2026 Edition, Ramp and Expensify were named in the same answer 230 times, of the 1022 answers naming Ramp and the 281 naming Expensify. In those answers Expensify took the first choice sixteen times and Ramp sixty-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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Expensify, if your team relies on a very simple mobile workflow. Recent user reviews report that interface changes made submitting expenses more confusing” GPT-6 Luna · negative prompt · soft negative
“rated 4.5/5 on Capterra; it has its quirks but far fewer "horror stories" than Divvy or Rydoo” DeepSeek V4 Flash · negative prompt · first choice
“Choose Expensify if you want flexibility with existing cards and strong receipt scanning” Kimi K2 · comparative 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.