Precoro vs Stampli
One of twelve models named Precoro first on the direct prompt; one named Stampli. Precoro was named by twelve of the twelve models and Stampli by eight and Precoro carries 40 labels and Stampli 10, so the shares are not directly comparable.
Named in five categories this edition.
Named in eight 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
PrecoroFirst choices, of twelve 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 | | |
Precoro Stampli first choice named as an alternative argued againstblank: not namedEach cell is one answer, Precoro on the left and Stampli on the right.The direct prompt
Precoro first, Stampli not the choice
1 of 12 modelsStampli was named in the answer but not as the choice, or not at all.Stampli first, Precoro an alternative
1 of 12 modelsPrecoro was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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
Precoro24%#2 of 9Stampli2%#– of 9Stampli4%#– of 7Precoro2%#– of 7What the models said about Precoro
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“the sources note lighter procurement depth, fewer multi-entity controls, or less enterprise-grade coverage” Perplexity Sonar · negative prompt · soft negative
“tend to sit higher in the market and are better suited to growing teams with more structured controls” Perplexity Sonar · budget prompt · soft negative
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 as a focused AP add\u2011on, not a full P2P replacement.” GLM 4.7 FlashX · direct prompt · soft 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.