Three of fourteen models named Precoro first on the direct prompt; one named Jaggaer. Both were named by all fourteen models and Precoro carries 39 labels and Jaggaer 29, so the shares are not directly comparable.
Named in six categories 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.
Across every category in the November 2026 Edition, Precoro and Jaggaer were named in the same answer seventy times, of the 352 answers naming Precoro and the 253 naming Jaggaer. In those answers Jaggaer took the first choice zero times and Precoro twelve.
| 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. One of one in this category shown.
“Why be cautious: ... noted for having limited positive feedback and are considered less robust” Mistral Small · negative prompt · soft negative
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.