Stampli vs Coupa
One of twelve models named Stampli first on the direct prompt; zero named Coupa. Stampli was named by eight of the twelve models and Coupa by twelve and Stampli carries 10 labels and Coupa 38, so the shares are not directly comparable.
Named in eight categories this edition.
Named in ten 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 procure-to-pay page.
By framing
StampliFirst choices, of twelve modelsCoupa
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 Coupa first choice named as an alternative argued againstblank: not namedEach cell is one answer, Stampli on the left and Coupa on the right.The direct prompt
Stampli first, Coupa not the choice
1 of 12 modelsCoupa was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
1 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 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
Stampli2%#7 of 12Coupa2%#8 of 12Coupa42%#1 of 7Stampli4%#– of 7What 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 as a focused AP add\u2011on, not a full P2P replacement.” GLM 4.7 FlashX · direct prompt · soft negative
What the models said about Coupa
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“more enterprise-oriented platforms such as Coupa, SAP Ariba, and similar suites are generally not the best fit for a limited budget” Perplexity Sonar · budget prompt · hard negative
“are the heavyweight enterprise suites like SAP Ariba and Coupa, which carry heavy costs, complexity, and support headaches” DeepSeek V4 Flash · negative prompt · hard negative
“I'd start with Procurify if ease of use matters most, or Coupa if you want a more robust long-term procurement platform.” GPT-5.4 mini · paraphrase prompt · first choice
“Consistently tops Gartner's Magic Quadrant for Source-to-Pay suites and is praised for ROI within 90 days” Mistral Small · 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.