Two of fourteen models named Tesorio first on the direct prompt; one named Billtrust. Tesorio was named by twelve of the fourteen models and Billtrust by ten and Tesorio carries 19 labels and Billtrust 17, so the shares are not directly comparable.
Named in five categories this edition.
Named in nine 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.
Across every category in the November 2026 Edition, Tesorio and Billtrust were named in the same answer sixty-nine times, of the 166 answers naming Tesorio and the 380 naming Billtrust. In those answers Billtrust took the first choice ten times and Tesorio six.
| 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. 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
No label in this category carried a quote.
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.