Five of fourteen models named Credit Pulse first on the direct prompt; two named Tesorio. Credit Pulse was named by ten of the fourteen models and Tesorio by twelve and Credit Pulse carries 14 labels and Tesorio 19, 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 B2B credit 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. Three of four in this category shown.
“If you need proactive credit‑risk intelligence and continuous monitoring, Credit Pulse or Serrala Credit & Risk (for SAP) are top choices.” GLM 4.7 FlashX · comparative prompt · first choice
“Best for distributors and manufacturers extending open trade credit... tailored for mid-market teams” Mistral Small · direct prompt · first choice
“Credit Pulse often wins on value and focus if you *only* need credit decisioning and monitoring” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Skip these for lean budgets... Not ideal for a limited budget.” DeepSeek V4 Flash · budget prompt · soft negative
“or Tesorio if you also care a lot about forecasting and cash visibility” GPT-5.4 mini · 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.