Zero of fourteen models named Kolleno first on the direct prompt; zero named Tesorio. Kolleno was named by nine of the fourteen models and Tesorio by twelve and Kolleno carries 11 labels and Tesorio 32, so the shares are not directly comparable.
Named in five 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.
| 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 three in this category shown.
“most specialized AR tools (like Chaser or Kolleno) start at $259+/month” DeepSeek V4 Flash · budget prompt · soft negative
“The recommended collections management tool for a mid-sized B2B company is Kolleno” Llama 4 Maverick · paraphrase prompt · first choice
“Start with Kolleno or Upflow for most mid-sized B2B companies.” Kimi K2 · paraphrase 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.