Three of fourteen models named Procurify first on the direct prompt; one named Coupa. Procurify was named by nine of the fourteen models and Coupa by fourteen and Procurify carries 13 labels and Coupa 35, 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 strategic sourcing 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. One of one in this category shown.
“Operational Tools (e.g., Procurify, Precoro): ... They generally *lack* true strategic sourcing features.” Qwen 3.7 Flash · direct 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.
“explicitly advise against these for SMBs due to their steep learning curves, high costs, and overkill for smaller operations” Mistral Small · negative prompt · hard negative
“Pure Mid-Market: (e.g., Procol, Sourcifi, GEP SMART, Coupa). ... These are usually the best fit for 500-person companies.” Qwen 3.7 Flash · scale prompt · first choice
“Coupa Sourcing, GEP SMART, and Ivalua are excellent choices if you need a full-featured, scalable solution” 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.