RACEPREDICTIONSPOWERED BY ML

XGBoost + Monte Carlo simulations across FP telemetry, qualifying signals, and 2025 season data. Updated every race weekend.

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XGBoost Model
Race predictions trained on 2024โ€“2025 season data with qualifying signals, FP telemetry, and historical DNF rates.
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Monte Carlo Sim
10,000 race simulations per weekend. Probability distributions for every finishing position, not just a single prediction.
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Fantasy Optimizer
Greedy knapsack solver within your $100M budget. Maximize projected points with risk-adjusted driver selection.