Twelve of fourteen models named Procurify first on the direct prompt; zero named Coupa. Both were named by all fourteen models and Procurify carries 57 labels and Coupa 55, 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 procure-to-pay 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. Three of three in this category shown.
“Procurify and Precoro are excellent choices due to their balance of functionality, ease of use, and integration capabilities” Mistral Small · paraphrase prompt · first choice
“Precoro and Procurify are widely considered the top contenders for general mid-market procurement needs” Qwen 3.7 Flash · direct prompt · first choice
“For most mid‑market B2B companies, Procurify offers the best combination of complete P2P functionality” GLM 4.7 FlashX · direct prompt · first choice
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 is frequently recommended only for large, complex procurement needs... enterprise-only, with high costs and outdated interfaces” Mistral Small · negative prompt · hard negative
“Avoid Enterprise Suites: Platforms like Coupa, SAP Ariba, or Oracle Fusion often have high implementation fees” Qwen 3.7 Flash · budget prompt · hard negative
“Leader in Business Spend Management with procurement, invoicing and expense management in a unified platform” Muse Glimmer 30B · 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.