Agicap vs Cash Flow Frog
One of twelve models named Agicap first on the direct prompt; zero named Cash Flow Frog. Agicap was named by eleven of the twelve models and Cash Flow Frog by twelve and Agicap carries 24 labels and Cash Flow Frog 18, so the shares are not directly comparable.
Named in three 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 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.
By framing
AgicapFirst choices, of twelve modelsCash Flow Frog
Across every category in the September 2026 Edition, Agicap and Cash Flow Frog were named in the same answer fourteen times, of the 94 answers naming Agicap and the 63 naming Cash Flow Frog. In those answers Cash Flow Frog took the first choice one time and Agicap zero.
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 4.1 Fast | | | | | ||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | |
Agicap Cash Flow Frog first choice named as an alternative argued againstblank: not namedEach cell is one answer, Agicap on the left and Cash Flow Frog on the right.The direct prompt
Agicap first, Cash Flow Frog not the choice
1 of 12 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
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 of 12 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 Frog15%#2 of 8Agicap2%#5 of 8Agicap18%#1 of 14Cash Flow Frog2%#7 of 14Agicap0%#– of 10Cash Flow Frog0%#– of 10What the models said about Agicap
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Caution level: High — but not a flat "avoid"” DeepSeek V4 Flash · negative prompt · soft negative
“For most mid‑sized B2B companies ... Agicap is the most frequently recommended option in recent reviews.” MiniMax M2.5 · paraphrase prompt · first choice
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.
“Use a dedicated tool like Float or Cash Flow Frog (published pricing, standard bank/accounting integrations)” DeepSeek V4 Flash · negative prompt · first choice
“Choose Cash Flow Frog (~$33/mo) or Helm (~$32/mo) if you want a professional-grade, automated dashboard” Gemini 3.5 Flash · budget prompt · first choice
“Cash Flow Frog (often ranked #1 overall for SMBs)” Grok 4.1 Fast · 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.