Ramp vs Stampli
Two of fourteen models named Ramp first on the direct prompt; one named Stampli. Ramp was named by thirteen of the fourteen models and Stampli by ten and Ramp carries 43 labels and Stampli 16, so the shares are not directly comparable.
Named in seventeen categories this edition.
Named in nine 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 business bill pay page.
By framing
RampFirst choices, of fourteen modelsStampli
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 Stampli first choice named as an alternative argued againstblank: not namedEach cell is one answer, Ramp on the left and Stampli on the right.The direct prompt
Ramp first, Stampli an alternative
2 of 14 modelsStampli was named in the answer but not as the choice, or not at all.Stampli 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
9 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
No label in this category carried a quote.
What the models said about Stampli
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Best Overall for ERP Integration & Approval Workflows: Stampli ... widely considered the best-in-class option” Gemini 3.5 Flash · direct 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.