Three of fourteen models named Tesorio first on the direct prompt; zero named HighRadius Credit Cloud. Tesorio was named by eleven of the fourteen models and HighRadius Credit Cloud by thirteen and Tesorio carries 17 labels and HighRadius Credit Cloud 35, so the shares are not directly comparable.
Named in seven 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.
“Tesorio: Best for mid-market B2B companies with 5-to-50-person finance teams, offering rapid deployment and structured workflow management” Mistral Small · paraphrase prompt · first choice
“1. Tesorio - Tesorio is an AI-powered order-to-cash platform best suited for mid-market B2B companies” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“you cannot afford the multi-million dollar budgets or year-long implementation timelines of massive enterprise solutions (like HighRadius’s enterprise tier or SAP Credit Management)” Gemini 3.5 Flash · scale prompt · soft negative
“enterprise-grade solutions like HighRadius, Quadient, or NetNow are built for large corporations and come with high-tier enterprise pricing” Gemini 3.5 Flash · budget prompt · soft negative
“you generally want to avoid heavy, enterprise-grade software (like HighRadius or SAS) which can take 6–12 months to implement” Gemini 3.5 Flash · direct prompt · soft negative
“Best For: Large enterprises with high-volume Order-to-Cash (O2C) workflows... AI-driven credit scoring” Gemini 3.5 Flash · comparative prompt · first choice
“For business credit management: HighRadius or Abrigo (depending on company size and needs)” Kimi K2 · comparative prompt · first choice
“I'd recommend HighRadius because: - It's specifically designed for credit risk management” MiniMax M2.5 · 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.