Seven of fourteen models named Ramp first on the direct prompt; one named Rippling Spend. Ramp was named by fourteen of the fourteen models and Rippling Spend by eight and Ramp carries 64 labels and Rippling Spend 10, 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.
| 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 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
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 Rippling Spend offer the best balance of zero cost, strong automation, corporate liability, and meaningful cashback” DeepSeek V4 Flash · direct prompt · first choice
“If you use Rippling for HR, they can instantly issue and revoke cards based on an employee's employment status” Gemini 3.5 Flash · scale 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.