Decision-support for pit stop windows in Formula 1. The system models tire degradation and pit loss, recommends a pit lap (or stay out), explains the recommendation, and compares recommendations to ...

Historical race and qualifying results for 2019-2025 are pulled from the official F1 timing data via FastF1. Team and driver names are normalised across seasons to handle rebrands (e.g. Alpine = ...