Four of fourteen models named Precoro first on the direct prompt; one named Gatekeeper. Precoro was named by fourteen of the fourteen models and Gatekeeper by twelve and Precoro carries 39 labels and Gatekeeper 19, so the shares are not directly comparable.
Named in five 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 4.1 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. Five of five in this category shown.
“consider Precoro\u2014but it may not fit a very limited budget: its published plans start at $499/month” GPT-6 Luna · budget prompt · soft negative
“While pricier than others, it's still far more affordable than enterprise platforms” DeepSeek V4 Flash · budget prompt · soft negative
“not* a risk monitoring platform and lighter on sourcing depth and global scale” Perplexity Sonar · negative prompt · soft negative
“Precoro and Tradogram are particularly praised for their combination of affordability, ease of use, and essential supplier management features” Claude Haiku 4.5 · budget prompt · first choice
“The best supplier management software for a mid-market B2B company includes Precoro, GEP SMART, Payhawk, Coupa, and Ivalua.” Llama 4 Maverick · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I recommend Gatekeeper as your vendor onboarding and information management platform.” Mistral Small · paraphrase prompt · first choice
“Best Overall for Most Mid-Market B2B: Gatekeeper” DeepSeek V4 Flash · direct prompt · first choice
“My default recommendation is Gatekeeper” GPT-6 Luna · 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.