Nine of twelve models named Procurify first on the direct prompt; zero named Coupa. Procurify was named by eleven of the twelve models and Coupa by twelve and Procurify carries 23 labels and Coupa 46, so the shares are not directly comparable.
Named in seven 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 supplier management page.
Across every category in the September 2026 Edition, Procurify and Coupa were named in the same answer 129 times, of the 209 answers naming Procurify and the 614 naming Coupa. In those answers Coupa took the first choice five times and Procurify thirty-five.
| 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. One of one in this category shown.
“but it ies typically more of a mid-market choice than the cheapest one” GPT-5.4 mini · budget prompt · soft negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Coupa (especially the supplier portal) ... Suppliers frequently complain that the Coupa Supplier Portal is confusing and difficult to navigate” GLM 4.7 FlashX · negative prompt · hard negative
“Multiple issues reported with user interface and navigation... "clunky, poorly designed interface" and unprofessional support” MiniMax M2.5 · negative prompt · hard negative
“I would recommend Coupa if your priority is a broad, scalable platform for vendor onboarding plus spend/procurement management” Perplexity Sonar · 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.