# Float: how AI models rank it, October 2026

Finance AI Recommendation Index, October 2026 Edition. Named in 43 judge labels across 5 categories by 13 of 14 models. Page: https://finance-ai-index.com/vendors/float/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cash flow forecasting | 8% | 2 | 22% | 36 |
| Corporate performance management | 0% | 28 | 0% | 3 |
| FP&A platforms | 0% | 28 | 0% | 2 |
| Financial modeling and scenario planning | 0% | 32 | 0% | 1 |
| Treasury management systems | 0% | 57 | 0% | 1 |

## What the models said for it

- "If you are a small business using Xero/QuickBooks: Start with Float. It is the most intuitive and affordable way to stop guessing your cash runway." (GLM 4.7 FlashX, Cash flow forecasting)
- "Float is the go-to cashflow forecasting pick for finance teams that need rolling views driven by invoices, bills, and bank activity" (Muse Glimmer 30B, Cash flow forecasting)
- "Float is frequently recommended as one of the best cash flow forecasting software options" (Mistral Small, 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)

## And against it

- "products such as Float, Helm, Dryrun, and Cash Flow Frog are described as good within a narrow scope, but they do not produce a full P&L or balance-sheet forecast" (Perplexity Sonar, Cash flow forecasting)
- "Float is risky if you are not on Xero/QuickBooks/FreeAgent, need heavy custom reporting, have strong seasonality..."Absolutely hopeless for seasonal business"" (Muse Glimmer 30B, Cash flow forecasting)
- "Poor seasonal business support | Float (limited to recent 3 months or manual input...) | Seasonal SMBs—users report it's "hopeless" without custom fixes." (Grok 4.1 Fast, Cash flow forecasting)
- ""Absolutely hopeless for seasonal business as it can only predict income based on the previous 3 months or manual guesstimates."" (DeepSeek V4 Flash, 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: 4% to 8%, +5. Inside the floor by 5 points · rank 7 → 2 of 101.
- Financial modeling and scenario planning: 2% to 0%, −2. Inside the floor by 8 points · rank 14 → 32 of 77.
- Corporate performance management: 0% to 0%, ±0. New · not ranked in September 2026 · rank 28 of 99.
- FP&A platforms: 0% to 0%, ±0. Inside the floor by 10 points · rank 38 → 28 of 74.
- Treasury management systems: 0% to 0%, ±0. Inside the floor by 10 points · rank 33 → 57 of 124.

## In its own words

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

- Positioning: Cash Flow Management Software (https://floatapp.com/)
- For: finance team (https://floatapp.com/)
- Price stated: 14-day free trial. No credit card required. (https://floatapp.com/)
- Starting price: 0 (https://floatapp.com/)
- Free plan or trial: 14-day free trial. No credit card required. (https://floatapp.com/)
- Integrations claimed: 2 (https://floatapp.com/pricing)
- Certifications: CyberEssentials
- Customers named: Voco Consulting, Networkology, BLEND, Ink Innovation, Summit 17, CFO Centre, OFCO

## What it publishes

Every page floatapp.com exposes, read 2026-09-29: 82 addresses. By kind, pages and the last 90 days:

- blog: 49 pages, 31 in the last 90 days, latest 2026-09-23
- case study: 5 pages, 0 in the last 90 days, latest undated
- comparison: 6 pages, 6 in the last 90 days, latest 2026-09-02
- Recent: 2026-09-23 blog: How much cash in reserve https://floatapp.com/blog/how-much-cash-in-reserve
- Recent: 2026-09-23 blog: Monthly cash narrative board https://floatapp.com/blog/monthly-cash-narrative-board
- Recent: 2026-09-23 blog: Spreadsheet cash forecast cost https://floatapp.com/blog/spreadsheet-cash-forecast-cost
- Recent: 2026-09-23 blog: Weekly cash review finance team https://floatapp.com/blog/weekly-cash-review-finance-team
- Recent: 2026-09-23 blog: Why float forecasts cash not profit https://floatapp.com/blog/why-float-forecasts-cash-not-profit
- Recent: 2026-09-09 blog: 13 week cash flow forecast template https://floatapp.com/blog/13-week-cash-flow-forecast-template

## 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.