Zero of fourteen models named Pulse first on the direct prompt; two named Tesorio. Pulse was named by eleven of the fourteen models and Tesorio by thirteen and Pulse carries 14 labels and Tesorio 25, so the shares are not directly comparable.
Named in one category 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 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 4.20 | ||||||
| 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. Four of five in this category shown.
“it's a basic SMB-focused tool that lacks the depth for anything beyond simple forecasting” DeepSeek V4 Flash · negative prompt · soft negative
“Pulse plans start at $29 per month with a 30-day free trial, and is suitable for very small businesses on a tight budget.” Llama 4 Maverick · budget prompt · first choice
“For most small businesses with a tight budget, Pulse ($29/mo) is the most cost-effective entry point.” Qwen 3.7 Flash · budget prompt · first choice
“For a company with a truly limited budget, Pulse at $29/month is the best overall choice” DeepSeek V4 Flash · budget 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.
“Tesorio or Centime | Forecasts cash based on actual buyer payment trends, not due dates.” Gemini 3.5 Flash · 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.