Two of fourteen models named Kodiak Hub first on the direct prompt; one named Jaggaer. Kodiak Hub was named by eleven of the fourteen models and Jaggaer by fourteen and Kodiak Hub carries 18 labels and Jaggaer 29, so the shares are not directly comparable.
Named in one category this edition.
Named in five 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.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Unlike large enterprise suites like SAP Ariba or JAGGAER—which can take 6–12 months to deploy and carry heavy administrative overhead” Gemini 3.5 Flash · direct prompt · hard negative
“Avoid pure enterprise tools like SAP Ariba, Coupa, Ivalua, or Jaggaer” Grok 4.20 · direct prompt · hard negative
“Best All-Around for Scalability: Jaggaer ... widely considered the gold standard for mid-market to large enterprises” Qwen 3.7 Flash · 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.