# Spotlight Forecasting: 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/spotlight-forecasting/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cash flow forecasting | 2% | 21 | 0% | 1 |

## What the models said for it

- "Spotlight Forecasting Business for true three-way forecasting with scenario planning at the lowest published paid start price." (Muse Glimmer 30B, 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: 0% to 2%, +2. New · not ranked in September 2026 · rank 21 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.