Zero of twelve models named Tradogram first on the direct prompt; zero named Coupa. Tradogram was named by ten of the twelve models and Coupa by twelve and Tradogram carries 11 labels and Coupa 46, so the shares are not directly comparable.
Named in four categories this edition.
Named in ten categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 |
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.
“Tradogram (Best Free Option) ... Truly minimal budget / starting out: Start with Tradogram's free plan” DeepSeek V4 Flash · budget 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.
“Coupa (especially the supplier portal) ... Suppliers frequently complain that the Coupa Supplier Portal is confusing and difficult to navigate” GLM 4.7 FlashX · negative prompt · hard negative
“Multiple issues reported with user interface and navigation... "clunky, poorly designed interface" and unprofessional support” MiniMax M2.5 · negative prompt · hard negative
“I would recommend Coupa if your priority is a broad, scalable platform for vendor onboarding plus spend/procurement management” Perplexity Sonar · 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.