Two engines work the weekend for you. AI Predictions read this season’s pace, qualifying gaps, and price moves to forecast each driver’s expected points. Monte Carlo simulations replay the race and rank every legal lineup. Force-include your favorites, lock budget, ask the AI coach to explain a swap.
Five stages run behind every prediction. No black box — the whole pipeline is open source and auditable.
We pull every qualifying, sprint, and race result from the last three seasons. Driver performance is decomposed into skill, consistency, and track-specific factors — and fed into the rating prior.
Each driver and each car carries a dynamic rating that updates after every session. Bayesian priors prevent overfitting to small samples — rookies and veterans are weighted differently.
We cluster circuits by result-based correlation, not just physical characteristics. That means we know which tracks actually produce similar outcomes — an edge off-the-shelf models miss completely.
For every race weekend we run twenty thousand full simulations with position-specific noise, DNF correlations, weather sampling, and tire-strategy variance. Probability distributions, not point estimates.
Our optimizer finds the budget-constrained team that maximizes expected points across every simulated outcome. It considers covariance between drivers on the same constructor — because correlated risk isn't free.
15+ years of race telemetry, lap times, weather, and driver performance feed our Bayesian ratings, Monte Carlo simulations, and AI predictions.
Ask the AI coach anything, run a simulation, ship your team. From $0.99/month; cancel any time.
Two plans. Cancel anytime. Pays for itself the first time the optimizer saves you a bad transfer.
Everything we've been asked about the engine, the business model, and what you can actually expect when you sign up.
TrueSkill than classic ELO.Free tier available. No credit card required. Setup takes thirty seconds.