One of twelve models named Precoro first on the direct prompt; two named ProcureDesk. Precoro was named by twelve of the twelve models and ProcureDesk by nine and Precoro carries 40 labels and ProcureDesk 12, so the shares are not directly comparable.
Named in five categories this edition.
Named in five 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.
| 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 |
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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“ProcureDesk appears to be a strong choice specifically built for mid-market.” Claude Haiku 4.5 · direct prompt · first choice
“ProcureDesk is the best overall choice for most mid-market B2B companies” Perplexity Sonar · direct prompt · first choice
“Finance-led AP + procurement | ~$600/month (10 users)| AP automation emphasis | Higher entry cost” Grok 4.1 Fast · paraphrase 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.