Ramp vs Brex
Seven of fourteen models named Ramp first on the direct prompt; one named Brex. Both were named by all fourteen models and Ramp carries 64 labels and Brex 60, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in eleven 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 modelsBrex
Across every category in the October 2026 Edition, Ramp and Brex were named in the same answer 538 times, of the 1084 answers naming Ramp and the 672 naming Brex. In those answers Brex took the first choice fifteen times and Ramp 167.
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 Brex first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ramp on the left and Brex on the right.The direct prompt
Ramp first, Brex an alternative
7 of 14 modelsBrex was named in the answer but not as the choice, or not at all.Brex first, Ramp an alternative
1 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
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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 Brex
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Avoid: - Brex (if you're small, international, or need stable limits — the Trustpilot reviews are brutal)” DeepSeek V4 Flash · negative prompt · hard negative
“Brex has a history of pivoting away from small businesses... introduces long-term uncertainty regarding how underwriting requirements and platform fees will evolve.” Gemini 3.5 Flash · negative prompt · soft negative
“For most mid-market B2B companies, Airbase and Brex are the top choices” Mistral Small · direct prompt · first choice
“Ramp, Brex, and Divvy are frequently mentioned by small businesses.” MiniMax M2.5 · budget prompt · first choice
“Choose Ramp/Brex if you want modern automation and card-led spend control.” GPT-5.4 mini · 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.