F1 ML Predictions — before the result is known.
Pre-session predictions published before lights out, then validated against actuals with a transparent running score. No competitor exposes uncertainty, drift, or historical calibration publicly.
2026 Season · Race Ranking Accuracy0.787Spearman ρ — 18 events scored
Predicted finishing order vs. actual result, locked before each race.
Full PlatformOpen DashboardSign in for telemetry overlays, lap comparisons, session DNA, FP intelligence, and the calibration dashboard.
Open Dashboard →Predictions4 sections
Race PredictionsPre-race outcome predictions published before lights out — validated with a running Spearman ρ score.Season IntelligenceStructured pre-race brief: circuit character, form leaders, DNA alignment, model confidence, and wildcards.Race PreviewTyre strategy projections, key driver battles, and ML pace estimates published before lights out.Prediction LedgerFull season history with per-event accuracy scores, confidence ratings, and model version audit trail.
Race Analysis6 sections
Race HubPick any completed round: prediction vs actual, true pace table, pit strategy, qualifying potential.Round ComparisonSide-by-side view of any two rounds — prediction ρ, true pace, pit strategy tally, qualifying.Season MapEvent-by-event grid of predicted vs actual finishing positions — track model drift round by round.Session InsightsAuto-generated analysis cards from ML artifacts — race breakdowns, ERS profiles, pace evolution.Race ReplaynewAnimated GPS-based race replay — all cars on a 2D circuit map, lap by lap, with live standings.Pre-Season TestingPace and degradation profiles from pre-season — early tyre behaviour signals before round one.
Drivers & Teams5 sections
Driver DNARadar profiles across tyre management, qualifying ceiling, race start, degradation, and teammate edge.Constructor DNASpeed fingerprints from race telemetry — top speed, cornering pace, degradation across the field.ChampionshipML-driven title probability and projected points (p10/p50/p90) for every driver and constructor.Head-to-Head RivalryPick two drivers — DNA radar overlay and per-event head-to-head finishing positions all season.Career RatingsAll-time driver ratings spanning 1950–present, normalised for car advantage via teammate comparison.
Live
Live TrackerReal-time prediction tracking during F1 sessions — watch pre-race ML predictions score against the unfolding race.
Accuracy & Credibility3 sections
Accuracy ScoreboardPer-round Spearman ρ vs grid and championship baselines — the transparent running score behind every prediction.Model CredibilityCumulative ρ, drift index, and per-round calibration charts — the full transparency layer.Season ArchiveAll seasons with ML prediction accuracy scores — year-by-year ρ trend and race-by-race breakdown.
Demos & Tools3 sections
Telemetry DemoSample qualifying lap overlay: speed, throttle, and braking from the 1000-point distance grid.Driver Comparison DemoSample head-to-head pace, top speed, throttle, and braking metrics — static demonstration data.Content StudioAuto-generated race reports, social posts, and strategy narratives built from ML artifacts.