Seven of fourteen models named Procurify first on the direct prompt; two named Kodiak Hub. Procurify was named by thirteen of the fourteen models and Kodiak Hub by eleven and Procurify carries 29 labels and Kodiak Hub 18, so the shares are not directly comparable.
Named in six categories this edition.
Named in one category 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.
| 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. Four of five in this category shown.
“excellent for deep supplier development (G2 4.6), but it is a custom-quote platform often better suited for manufacturing firms” DeepSeek V4 Flash · direct prompt · soft negative
“Gatekeeper or Kodiak Hub represent the best balance of functionality, ease of use, and value” MiniMax M2.5 · direct prompt · first choice
“the strongest general recommendation is Kodiak Hub” Perplexity Sonar · paraphrase prompt · first choice
“I'd start with Kodiak Hub” GPT-6 Luna · 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.