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

Gane Index, November 2026 Edition. Named in 23 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/finance/vendors/cash-flow-frog

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cash flow forecasting](https://www.gane.ai/index/finance/treasury/cash-flow-forecasting/index.md) | 7% | 5 | 0% | 23 |

## What the models said for it

- "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, Cash flow forecasting)
- "the best cash flow forecasting software is usually Float or Cash Flow Frog" (GPT-5.4 mini, Cash flow forecasting)
- "Start with Float or Cash Flow Frog for ease and affordability." (Grok 4.20, Cash flow forecasting)
- "Cash Flow Frog (Best Overall for Budget-Friendly Automation)" (Grok 4.20, Cash flow forecasting)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.20 | 2 | 1 | 0 | 0 | 3 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Cash Flow Frog, from 68 of the 68 answers that named it (only the models that return a source list).

### Domains cited

- cashflowfrog.com: 40 (its own site)
- drivetrain.ai: 38
- takethehelm.app: 37
- floatapp.com: 30
- prophix.com: 30
- fathomhq.com: 20
- tesorio.com: 20
- kurums.com: 19
- g-accon.com: 17
- tidely.com: 15

### Pages cited

- https://drivetrain.ai/solutions/cash-flow-forecasting-software: 38
- https://takethehelm.app/blog/the-top-5-cash-flow-forecasting-tools-for-small-businesses: 33
- https://cashflowfrog.com/blog/best-cash-flow-forecasting-software: 23
- https://prophix.com/blog/best-cash-flow-forecasting-software: 23
- https://cashflowfrog.com/business/small-business: 22
- https://floatapp.com/blog/best-cash-flow-forecasting-software-finance-teams: 20
- https://tesorio.com/blog/best-cash-flow-forecasting-software-in-2026-reviewed-and-compared: 20
- https://kurums.com/best-cash-flow-forecasting-software-2026-comparison: 19

## 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 DSS
- 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://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.