Upflow vs Cash Flow Frog
Four of fourteen models named Upflow first on the direct prompt; zero named Cash Flow Frog. Upflow was named by nine of the fourteen models and Cash Flow Frog by thirteen and Upflow carries 11 labels and Cash Flow Frog 23, so the shares are not directly comparable.
Named in eight categories this edition.
Named in one category 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
UpflowFirst choices, of fourteen modelsCash Flow Frog
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 | | |
Upflow Cash Flow Frog first choice named as an alternative argued againstblank: not namedEach cell is one answer, Upflow on the left and Cash Flow Frog on the right.The direct prompt
Upflow first, Cash Flow Frog not the choice
4 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
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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 11Upflow2%#– of 11Upflow9%#2 of 22Cash Flow Frog7%#5 of 22Upflow0%#– of 16Cash Flow Frog0%#– of 16What the models said about Upflow
No label in this category carried a quote.
What 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
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.