Stampli vs Ramp
Three of twelve models named Stampli first on the direct prompt; zero named Ramp. Stampli was named by eleven of the twelve models and Ramp by twelve and Stampli carries 37 labels and Ramp 42, so the shares are not directly comparable.
Named in eight categories this edition.
Named in seventeen categories 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 accounts payable automation page.
By framing
StampliFirst choices, of twelve modelsRamp
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 | | | |
Stampli Ramp first choice named as an alternative argued againstblank: not namedEach cell is one answer, Stampli on the left and Ramp on the right.The direct prompt
Stampli first, Ramp an alternative
3 of 12 modelsRamp was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 12 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
Stampli19%#1 of 9Ramp16%#4 of 9Ramp5%#7 of 11Stampli2%#9 of 11What the models said about Stampli
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“I'd start with Stampli. It's the strongest "classic AP automation" choice for mid-market companies” GPT-5.4 mini · direct prompt · first choice
“Stampli (best for ERP integration and conversational AI that actually works on messy invoices)” DeepSeek V4 Flash · negative prompt · first choice
What the models said about Ramp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Verdict: Avoid if AP automation is your primary need.” DeepSeek V4 Flash · negative prompt · hard negative
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.