# Cash Flow Frog: how AI models rank it, September 2026

Finance AI Recommendation Index, September 2026 Edition. Named in 18 judge labels across 1 categories by 12 of 12 models. Page: https://finance-ai-index.com/vendors/cash-flow-frog/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cash flow forecasting | 2% | 12 | 0% | 18 |

## What the models said for it

- "Use a dedicated tool like Float or Cash Flow Frog (published pricing, standard bank/accounting integrations)" (DeepSeek V4 Flash, Cash flow forecasting)
- "Choose Cash Flow Frog (~$33/mo) or Helm (~$32/mo) if you want a professional-grade, automated dashboard" (Gemini 3.5 Flash, Cash flow forecasting)
- "Cash Flow Frog (often ranked #1 overall for SMBs)" (Grok 4.1 Fast, Cash flow forecasting)
- "For a modest monthly investment, Cash Flow Frog gives you 36‑month forecasts and strong integrations." (GLM 4.7 FlashX, Cash flow forecasting)

## Record

- Method: https://finance-ai-index.com/methodology/
- Raw judge labels and full responses: https://finance-ai-index.com/data/
- License: CC BY 4.0. Cite as Finance AI Recommendation Index, September 2026 Edition, finance-ai-index.com.