# Helm: how AI models rank it, October 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cash flow forecasting | 0% | 89 | 100% | 1 |

## 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)

## 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 0%, −2. Inside the floor by 8 points · rank 22 → 89 of 101.

## 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.