Seven of fourteen models named Procurify first on the direct prompt; zero named Coupa. Procurify was named by thirteen of the fourteen models and Coupa by fourteen and Procurify carries 29 labels and Coupa 46, so the shares are not directly comparable.
Named in six 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 supplier management page.
Across every category in the November 2026 Edition, Procurify and Coupa were named in the same answer 183 times, of the 296 answers naming Procurify and the 702 naming Coupa. In those answers Coupa took the first choice twenty-four times and Procurify forty-six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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.
“Why be cautious: ... noted for having limited positive feedback and are considered less robust” Mistral Small · negative prompt · soft negative
“Strong overall fit for mid-market teams needing procurement-led control, fast adoption, and better spend visibility across departments.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Coupa and Ivalua are the top choices due to their scalability, integration capabilities, and comprehensive feature sets” Mistral Small · paraphrase 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.