Two of fourteen models named GEP SMART first on the direct prompt; three named Procurify. GEP SMART was named by thirteen of the fourteen models and Procurify by nine and GEP SMART carries 19 labels and Procurify 13, so the shares are not directly comparable.
Named in five categories this edition.
Named in six 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, GEP SMART and Procurify were named in the same answer sixty-one times, of the 202 answers naming GEP SMART and the 296 naming Procurify. In those answers Procurify took the first choice nine times and GEP SMART two.
| 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. Four of five 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
“The best strategic sourcing software for a mid-market B2B company is GEP SMART” Llama 4 Maverick · direct prompt · first choice
“GEP SMART is the strongest overall strategic-sourcing choice” Perplexity Sonar · 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.
“Operational Tools (e.g., Procurify, Precoro): ... They generally *lack* true strategic sourcing features.” Qwen 3.7 Flash · direct prompt · soft negative
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.