Eleven of twelve models named Ramp first on the direct prompt; zero named American Express Corporate Card. Ramp was named by twelve of the twelve models and American Express Corporate Card by nine and Ramp carries 55 labels and American Express Corporate Card 15, 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 twelve 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 corporate cards 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 |
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 requires a $25,000 minimum ... Be cautious of programs with high minimum balance requirements if they don't fit your company size.” Claude Haiku 4.5 · negative prompt · soft negative
“Ramp is widely considered the top choice for mid-market companies looking to consolidate corporate cards, expense management, bill pay, and procurement into one platform.” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Programs/Issuers with Frequent Red Flags: - American Express Corporate Cards: Low BBB rating (1.08/5 from 500+ reviews)” Grok 4.1 Fast · negative prompt · hard negative
“Amex excels in premium travel rewards but lags in automation (manual reports common)” Grok 4.1 Fast · comparative prompt · soft negative
“Choose Amex Corporate if you want premium travel benefits, strong program structure” GPT-5.4 mini · comparative prompt · first choice
“my default recommendation would be American Express Corporate Cards” GPT-5.4 mini · paraphrase prompt · first choice
“usually best if you value premium travel perks ... but it tends to fit larger companies and comes with higher fees” GPT-5.4 mini · direct prompt · alternative
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.