Five of fourteen models named Procurify first on the direct prompt; three named Coupa. Procurify was named by eleven of the fourteen models and Coupa by fourteen and Procurify carries 24 labels and Coupa 45, so the shares are not directly comparable.
Named in five 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 October 2026 Edition, Procurify and Coupa were named in the same answer 148 times, of the 232 answers naming Procurify and the 717 naming Coupa. In those answers Coupa took the first choice nineteen times and Procurify thirty-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 4.1 Fast | ||||||
| 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. Four of four in this category shown.
“Avoid platforms that force you to "request a quote" (like Coupa, ControlHub, or Procurify)” DeepSeek V4 Flash · budget prompt · hard negative
“Consideration: Some reported integration friction; no inventory management” MiniMax M2.5 · direct prompt · soft negative
“Start ~$499/month; more full-featured procure-to-pay but pricier for basics.” Grok 4.1 Fast · budget prompt · soft negative
“An incredibly strong mid-market choice. It handles purchasing, POs, AP automation, and vendor management in one AI-powered, highly intuitive interface.” Gemini 3.5 Flash · scale 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.
“### 2. Coupa ⚠️ Common complaints: - Clunky, poorly designed UI - described as "unworkable"” Kimi K2 · negative prompt · hard negative
“the biggest mistake is choosing a heavyweight enterprise platform (like SAP Ariba, Coupa, or Jaggaer)” Gemini 3.5 Flash · paraphrase prompt · hard negative
“"Best for centralized spend and supplier management: Coupa, if you want procurement and finance standardized in one place."” 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.