Four of fourteen models named Gaviti first on the direct prompt; one named Nuvo. Gaviti was named by eleven of the fourteen models and Nuvo by eight and Gaviti carries 24 labels and Nuvo 12, so the shares are not directly comparable.
Named in six 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 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 4.1 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. Two of two in this category shown.
“If you want a full invoice-to-cash and credit management platform with strong automation and usability, choose Gaviti.” Mistral Small · direct prompt · first choice
“I recommend starting with Tesorio or Gaviti as they're specifically designed for your market segment” GLM 4.7 FlashX · 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.
“Look at vendors like Bectran, Nuvo, or Credit Pulse. These focus heavily on digital applications, credit risk scoring, and trade credit policy.” Gemini 3.5 Flash · scale prompt · first choice
“Best Overall for Trade Credit & Onboarding: Nuvo ... currently the strongest contender for mid-market firms.” DeepSeek V4 Flash · direct prompt · first choice
“Best for mid-market and enterprise B2B distributors and manufacturers that want to consolidate credit processing, monitoring, and collections under one roof” Llama 4 Maverick · direct prompt · alternative
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.