Seven of fourteen models named Procurify first on the direct prompt; three named Gatekeeper. Procurify was named by thirteen of the fourteen models and Gatekeeper by twelve and Procurify carries 29 labels and Gatekeeper 34, so the shares are not directly comparable.
Named in six categories this edition.
Named in two 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 November 2026 Edition, Procurify and Gatekeeper were named in the same answer fifty-one times, of the 296 answers naming Procurify and the 86 naming Gatekeeper. In those answers Gatekeeper took the first choice six times and Procurify eleven.
| 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. Two of two in this category shown.
“Why be cautious: ... noted for having limited positive feedback and are considered less robust” Mistral Small · negative prompt · soft negative
“Strong overall fit for mid-market teams needing procurement-led control, fast adoption, and better spend visibility across departments.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid enterprise solutions (SAP Ariba, Coupa, Jaggaer, Gatekeeper)” DeepSeek V4 Flash · budget prompt · hard negative
“Gatekeeper starts around $10,500 a year, which makes it the benchmark to quote back at vendors who will not give you a number.” Muse Glimmer 30B · budget prompt · soft negative
“About $875/month[1] | More expensive, but stronger contract and vendor governance features” Perplexity Sonar · budget prompt · soft negative
“The best supplier management software for a company with a limited budget is Gatekeeper, which starts at around $10,500 a year.” Llama 4 Maverick · budget prompt · first choice
“Mid-market platforms like Gatekeeper (~$10,500/year starting) or Precoro (~$499/month) might be appropriate” DeepSeek V4 Flash · scale prompt · first choice
“Gatekeeper or Kodiak Hub represent the best balance of functionality, ease of use, and value” MiniMax M2.5 · direct 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.