____ _ _ ____ ____ _____ | __ ) __ _| | |/ ___| _ \_ _| | _ \ / _` | | | | _| |_) || | | |_) | (_| | | | |_| | __/ | | |____/ \__,_|_|_|\____|_| |_|
Predictions generated by XGBoost, Random Forest, PyTorch neural network, KenPom analytic model, and a meta-learner stacking their outputs. Each model trained on 200+ features per matchup.
10,000 Monte Carlo simulations per bracket chart every plausible path to the championship. Champion probabilities, upset likelihoods, and round-by-round advancement odds.
Trained on KenPom efficiency ratings, strength of schedule, tempo, and luck metrics from every season since 2002. Backtested on 443 tournament games from 2018–2025.
"Trained on 24 years of NCAA data. Backtested on every tournament game since 2018. Ready for March 2026."
BallGPT — Training data from 2002 · Backtest results from 2018–2025 · 443 games verified