Route optimizer & leaderboard
I-45 Gulf Freeway
Downtown Houston to Galveston, TX
50 miHOV
Select vehicledrives the panel
Strict autonomous geofenced pathing — conservative, rule-bound.
Live Leaderboardmodeled arrival order
Live Win Odds
Monte Carlo over the ETA uncertainty band (1,200 draws/frame). Client-side, zero neurons.
Modelheld-out test set
Accuracy
73.8%
vs 50.2% baseline
Trained
Logistic Regressionshipped
73.8%Gradient Boostingceiling probe
73.8%Per-vehicleacc / auc
Cybertruck73.1%0.78
BMW M572.2%0.78
Waymo76.0%0.76
AUC is the metric to trust here: accuracy flatters lopsided matchups where it sits near the 50% baseline. Synthetic benchmark: agreement with SimZoner's physics engine (v2), not real vehicles.