Machine learning & AI

The statistics lab

Where the models live. Pace and tyre-degradation analysis, race-outcome forecasts, and other experiments trained on the full telemetry archive. Outputs will render here as they're built.

01 — Pace model

True race pace

Fuel- and tyre-corrected lap pace to rank who was actually fastest, beyond track position.

Planned
02 — Strategy

Undercut / pit windows

Model of optimal stop timing and the undercut/overcut advantage per circuit.

Planned
03 — Forecast

Race outcome prediction

Pre-race and live win/podium probabilities from historical + telemetry features.

Planned
No model outputs published yet — this panel is scaffolding, ready to drop results in.