Three of fourteen models named HighRadius first on the direct prompt; zero named Tesorio. HighRadius was named by fourteen of the fourteen models and Tesorio by twelve and HighRadius carries 42 labels and Tesorio 32, so the shares are not directly comparable.
Named in twenty-one 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 accounts receivable automation page.
Across every category in the November 2026 Edition, HighRadius and Tesorio were named in the same answer eighty-seven times, of the 648 answers naming HighRadius and the 166 naming Tesorio. In those answers Tesorio took the first choice four times and HighRadius thirty-five.
| 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. Five of five in this category shown.
“Avoid platforms designed for 'enterprise' markets (like HighRadius) which are built for companies with hundreds of employees and have massive implementation costs” Mistral Small · negative prompt · hard negative
“Avoid enterprise-heavy options like HighRadius unless your volumes are very high” Grok 4.20 · paraphrase prompt · hard negative
“Avoid enterprise-focused tools like Billtrust, HighRadius, Versapay, or NetSuite” Grok 4.20 · budget prompt · hard negative
“If handling tens of thousands of invoices with complex short-pays, deductions, and unstructured payment remittances, look toward HighRadius or Billtrust.” Gemini 3.5 Flash · comparative prompt · first choice
“Enterprise coverage across collections, cash application, deductions and credit... Best for: SAP, Oracle or NetSuite enterprises with complex cash application.” Muse Glimmer 30B · comparative 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.
“Tesorio if supplier-portal coverage is central to your process... limited to named platforms such as Coupa and Ariba” Perplexity Sonar · negative prompt · soft negative
“If your company values AI-driven insights and forecasting, Tesorio or Upflow may be best.” Mistral Small · paraphrase prompt · first choice
“I'd generally recommend Upflow or Tesorio as the first places to look.” GPT-5.4 mini · 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.