Post Qualifying
Includes qualifying times — most accurate
Updated
of 22
3 of 3 correct
6 of 9 slots
Top 5 Predictions
22 drivers · Suzuka CircuitSeason Accuracy
3 races completedWinner Accuracy
Podium Accuracy
OpenF1 live telemetry, qualifying times, practice pace, pit stop data.
XGBoost + LightGBM trained on 2023–2026 races. Retrained as each 2026 result comes in.
TimeSeriesSplit cross-validation. Never trained on future data.