Cash Flow Frog vs Tesorio
Zero of fourteen models named Cash Flow Frog first on the direct prompt; two named Tesorio. Cash Flow Frog was named by thirteen of the fourteen models and Tesorio by thirteen and Cash Flow Frog carries 23 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.
By framing
Cash Flow FrogFirst choices, of fourteen modelsTesorio
Every model, every framing
| 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 | | |
Cash Flow Frog Tesorio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cash Flow Frog on the left and Tesorio on the right.The direct prompt
Tesorio first, Cash Flow Frog not the choice
2 of 14 modelsCash Flow Frog was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Cash Flow Frog20%#2 of 11Tesorio0%#– of 11Cash Flow Frog7%#5 of 22Tesorio6%#8 of 22Tesorio8%#4 of 16Cash Flow Frog0%#– of 16What the models said about Cash Flow Frog
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best low-cost automation: Cash Flow Frog (starts around $55/month, 14-day free trial, auto-syncs with most accounting platforms)” GLM 4.7 FlashX · budget prompt · first choice
“the best cash flow forecasting software is usually Float or Cash Flow Frog” GPT-5.4 mini · budget prompt · first choice
“Start with Float or Cash Flow Frog for ease and affordability.” Grok 4.20 · comparative prompt · first choice
What the models said about Tesorio
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.