Beat Fantasy & Vegas Odds
The ML-powered edge for F1 Fantasy players. Predict race scores, optimise your team, and outsmart the competition with real data — not gut feeling.
Built by an F1 fan who wanted better tools. Pit2Podium combines 8 years of race data, real-time weather, Vegas odds, and Google Trends momentum into predictions you can actually act on.
CatBoost ML model trained on 2018–2026 race data. Grid position, championship form, circuit history, weather, and sprint data — every race, every driver.
Tell us your budget and we find the highest-scoring legal team. Chip recommendations included — Wildcard, Limitless, No Negative — timed to the data.
Compare our model's implied probabilities against FanDuel Race Winner odds. When our model sees value the market hasn't priced, you see it first.
10,000 race simulations per driver. See P10–P90 score ranges, DNF risk, captain pick analysis, and full team score distributions — before you lock in.
Driver radio transcripts, team comms analysis, press conference sentiment — we extract the signals buried in the noise so you don't have to.
Team-by-team reliability scores, upgrade tracking, and development trajectory models give you the full picture on constructor bets.
While Vegas adjusts their lines after the fact, our model updates continuously throughout race weekend. Pre-qualifying, post-FP3, post-qualifying — each session tightens the signal. You're always a session ahead.
Before qualifying: ML predictions for every driver, team optimizer output, Monte Carlo sim ranges, and Model Edge vs FanDuel odds — all in one place.
Race week: upload FanDuel odds via screenshot, get chip recommendations, and track price changes — all from your phone. No laptop required.
Post-race: official fantasy scores auto-extracted via AI, season standings updated, team snapshots saved. Your history, always current.
Free to start. No credit card required. Get predictions, team optimizer, and race intel before Austria R8.