F1, MotoGP, NASCAR and IndyCar predictions in one model
Six series, one AI model family, one track record.
RaceModel.io predicts Formula 1, MotoGP, NASCAR Cup, IndyCar, World Superbike and Formula E from a single model family. Every prediction is frozen before the session starts and scored against the official result afterwards.
Why one model across six series is unusual
Public race-prediction sites are almost all single-series, and nearly all of those cover Formula 1. That is a reasonable place to start: F1 has the richest public timing data and the largest audience. It also means that anyone following more than one championship has to stitch together several sources, each with its own method, its own definition of accuracy, and usually no published track record at all.
RaceModel takes the opposite approach. The same gradient-boosted architecture predicts every series, and the per-series work goes into features rather than into separate products: tyre degradation and pit windows in Formula 1, energy management and the group qualifying draw in Formula E, pack racing and the outsized role of the draft at NASCAR superspeedways, oval versus road-course behaviour in IndyCar. Because the scoring method is shared, an accuracy figure for one series means the same thing as an accuracy figure for another, which is not true when you compare across sites.
What is covered
Formula 1
Full-grid finishing order, podium and win probability, DNF risk, pit-strategy simulation and expected overtakes for every Grand Prix.
MotoGP
Finishing order and podium probability per rider, plus crash and retirement risk, for every round of the MotoGP world championship.
NASCAR Cup
Predicted running order for the full Cup Series field, including superspeedway packs where finishing position is far less predictable than on intermediates.
IndyCar
Finishing-order probability across ovals, road courses and street circuits, which behave differently enough that the model treats track type as a first-class feature.
World Superbike
Race-by-race finishing order and retirement risk across the WorldSBK calendar, including the Superpole race format.
Formula E
Finishing order and podium probability for E-Prix rounds, where qualifying group draw and energy management make grid position a weaker signal than in other series.
Series reference
| Series | Parameter | Dashboard |
|---|---|---|
| Formula 1 | series=f1 | /dashboard?series=f1 |
| MotoGP | series=motogp | /dashboard?series=motogp |
| NASCAR Cup | series=nascar | /dashboard?series=nascar |
| IndyCar | series=indycar | /dashboard?series=indycar |
| World Superbike | series=wsbk | /dashboard?series=wsbk |
| Formula E | series=formulae | /dashboard?series=formulae |
What every prediction contains
Predicted finishing order for the full field, win and podium probability per driver or rider, DNF and retirement risk, strategy simulation, expected overtakes, and model-implied prices with expected value against market odds. Probabilities are calibrated, which means a set of calls given a 30% chance should come in roughly 30% of the time; the accuracy ledger is where that gets checked rather than asserted.
Questions
Which racing series does RaceModel predict?
Six: Formula 1, MotoGP, NASCAR Cup, IndyCar, World Superbike and Formula E. All of them are predicted by the same model family and published on the same site, so one subscription covers every series.
Is there one model that covers F1, NASCAR and IndyCar together?
Yes. RaceModel.io runs a shared gradient-boosted architecture across all six series, with per-series features for the things that differ (oval versus road course, tyre versus energy management, pack racing at superspeedways). Most public race-prediction sites cover Formula 1 only.
Are the predictions for every series scored the same way?
Yes. Every prediction in every series is frozen before the session starts and scored against the official classification afterwards. The published accuracy ledger currently details the Formula 1 backtest race by race.
Do I need a separate subscription per series?
No. One plan covers all six series.