Three of twelve models named Tesorio first on the direct prompt; two named Cube. Tesorio was named by eleven of the twelve models and Cube by twelve and Tesorio carries 22 labels and Cube 24, 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 twelve 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 cash flow forecasting 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 |
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.
“Tesorio: Users report sync issues with ERP systems, invoicing delays, and missing features around payment recording and reporting” MiniMax M2.5 · negative prompt · soft negative
“1. Tesorio – Best for B2B SaaS & Tech Companies ... Choose Tesorio if you're in tech/SaaS and want the most accurate AR-based forecasting” Kimi K2 · direct prompt · first choice
“Tesorio is a good fit for mid-market SaaS and subscription businesses that need forecasting and AR automation in one platform” 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. One of one in this category shown.
“If your team relies on spreadsheets but wants to improve forecasting, Cube is a top choice.” Mistral Small · direct 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.