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

Finance AI Recommendation Index, October 2026 Edition. Named in 21 judge labels across 1 categories by 13 of 14 models. Page: https://finance-ai-index.com/vendors/cash-flow-frog/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cash flow forecasting | 8% | 3 | 10% | 21 |

## What the models said for it

- "For most small-to-mid-sized businesses, Cash Flow Frog offers the best value with deep features at an affordable price" (MiniMax M2.5, Cash flow forecasting)
- "with Float and Cash Flow Frog being strong picks for an automated view of your cash position" (Claude Haiku 4.5, Cash flow forecasting)
- "Cash Flow Frog stands out as one of the best cash flow forecasting software options" (Grok 4.1 Fast, Cash flow forecasting)
- "start with free tools (Excel, Wave, Cash Flow Frog, or Lunos)" (GLM 4.7 FlashX, Cash flow forecasting)

## And against it

- "products such as Float, Helm, Dryrun, and Cash Flow Frog are described as good within a narrow scope" (Perplexity Sonar, Cash flow forecasting)
- "Simpler liquidity focus | 4.6/5 | Fast rolling forecasts | $100-1K/mo (test first)" (Grok 4.1 Fast, Cash flow forecasting)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Cash flow forecasting: 2% to 8%, +7. Inside the floor by 3 points · rank 12 → 3 of 101.

## In its own words

What Cash Flow Frog's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Cash Flow Forecasting & Planning Software; a simple yet powerful cash flow forecasting and scenario planning tool (https://cashflowfrog.com/)
- For: businesses actively growing, not just reporting on the past (https://cashflowfrog.com/)
- Price stated: lowPrice 33.00 USD (https://cashflowfrog.com/)
- Starting price: 33.00 (https://cashflowfrog.com/)
- Free plan or trial: 14-day free trial (https://cashflowfrog.com/)
- Integrations claimed: 8 (https://cashflowfrog.com/); 9 (https://cashflowfrog.com/pricing) (pages disagree)
- Certifications: ISO 27001, GDPR, PCI, 2FA Supported
- Customers named: Publish Your Gift®, Hughes Engineering, PLLC, Albion Bookkeeping & Consulting, Future Cash Insight

## What it publishes

Every page cashflowfrog.com exposes, read 2026-09-29: 392 addresses. By kind, pages and the last 90 days:

- blog: 144 pages, 4 in the last 90 days, latest 2026-08-28
- comparison: 18 pages, 1 in the last 90 days, latest 2026-08-28
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 110 pages, 0 in the last 90 days, latest 2025-07-22
- Recent: 2026-08-28 blog: How to forecast cash flow in odoo https://cashflowfrog.com/blog/how-to-forecast-cash-flow-in-odoo
- Recent: 2026-08-28 comparison: Odoo cash flow statement vs forecast https://cashflowfrog.com/blog/odoo-cash-flow-statement-vs-forecast
- Recent: 2026-08-28 blog: Odoo multi company cash flow consolidation https://cashflowfrog.com/blog/odoo-multi-company-cash-flow-consolidation
- Recent: 2026-08-28 blog: Cash flow forecasting software for odoo https://cashflowfrog.com/blog/cash-flow-forecasting-software-for-odoo
- Recent: 2026-07-16 blog: How to calculate profit margin https://cashflowfrog.com/blog/how-to-calculate-profit-margin
- Recent: 2026-01-15 blog: How to calculate free cash flow https://cashflowfrog.com/blog/how-to-calculate-free-cash-flow

## 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, October 2026 Edition, finance-ai-index.com.