Post Qualifying
Includes qualifying times — most accurate
Updated
of 22
5 of 6 correct
12 of 18 slots
Top 5 Predictions
22 drivers · Circuit de MonacoSeason Accuracy
6 races completedWinner Accuracy
Podium Accuracy
Jolpica historical results, OpenF1 live session data, Open-Meteo weather forecasts.
XGBoost + LightGBM trained on 2022–2026 races. Retrained as each 2026 result comes in.
TimeSeriesSplit cross-validation. Never trained on future data.