# Python: 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/python/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Financial modeling and scenario planning | 0% | 40 | 0% | 1 |

## What the models said for it

- "switch to Python/R or FP&A platforms (e.g., Anaplan) for audits/large data" (Grok 4.1 Fast, Financial modeling)

## Movement since September 2026

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

- Financial modeling and scenario planning: 0% to 0%, ±0. Inside the floor by 10 points · rank 32 → 40 of 77.

## 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.