Ramp vs Corpay
Seven of fourteen models named Ramp first on the direct prompt; four named Corpay. Ramp was named by fourteen of the fourteen models and Corpay by eight and Ramp carries 64 labels and Corpay 11, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in three 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 corporate cards page.
By framing
RampFirst choices, of fourteen modelsCorpay
Every model, every framing
| 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 | | | | | |
Ramp Corpay first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ramp on the left and Corpay on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Ramp first, Corpay an alternative
6 of 14 modelsCorpay was named in the answer but not as the choice, or not at all.Corpay first, Ramp an alternative
3 of 14 modelsRamp was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
What the models said about Ramp
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 and Brex are strong for spend controls but "lack the managed service layer and vendor network depth that larger organizations need"” Muse Glimmer 30B · direct prompt · soft negative
“If you want a truly fee‑free, easy‑to‑manage card with solid integration, Ramp, Brex, and Divvy are frequently mentioned by small businesses.” MiniMax M2.5 · budget prompt · first choice
What the models said about Corpay
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The Corpay Mastercard leads for mid-market and enterprise companies that need AP-integrated card payments, managed vendor enrollment, and rebates that scale with spend volume” Muse Glimmer 30B · direct prompt · first choice
“Corpay Mastercard appears to be specifically highlighted as the best for mid-market and enterprise B2B companies” MiniMax M2.5 · direct prompt · first choice
“For larger organizations needing full AP automation and vendor management, Corpay is strongest.” MiniMax M2.5 · 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.