Prediction infrastructure
for every racing series.
One open-source core — calibrated probabilities, championship simulation, continuous-learning guardrails — powering live forecast products for Formula 1, 2, and 3 today, with the rest of the grid scaffolded on the same two seams.
- 11
- Racing series
- 10
- Live products
- 1
- In build
- 2
- Shared packages
Watch the prediction engine run
From a raw timing feed, through the AI model engine, to a result that grades itself — the entire pipeline every project on the grid inherits, start to finish.
Step 1 · Ingest
Every timing feed, one schema
Official lap times and decades of race archives flow into one canonical store.
Spanning the grid
RaceIQ Formula 1
RaceIQ Formula E
RaceIQ IndyCar
RaceIQ NASCAR
RaceIQ Formula 2
RaceIQ Formula 3
RaceIQ IMSA
RaceIQ MotoGP
RaceIQ FIA WEC
RaceIQ WRC
RaceIQ 24h of Le MansRaceIQ Formula 1RaceIQ Formula ERaceIQ IndyCarRaceIQ NASCARRaceIQ Formula 2RaceIQ Formula 3RaceIQ IMSARaceIQ MotoGPRaceIQ FIA WECRaceIQ WRCRaceIQ 24h of Le MansRaceIQ Formula 1RaceIQ Formula ERaceIQ IndyCarRaceIQ NASCARRaceIQ Formula 2RaceIQ Formula 3RaceIQ IMSARaceIQ MotoGPRaceIQ FIA WECRaceIQ WRCRaceIQ 24h of Le MansRaceIQ Formula 1RaceIQ Formula ERaceIQ IndyCarRaceIQ NASCARRaceIQ Formula 2RaceIQ Formula 3RaceIQ IMSARaceIQ MotoGPRaceIQ FIA WECRaceIQ WRCRaceIQ 24h of Le MansThe architecture
One core. Every motorsport.
Data sources flow through two shared packages into every sport. Nothing numerically heavy is rebuilt — each project just adds a data adapter and a predictor.
Formula 1Formula EIndyCarNASCARFormula 2Built once, reused everywhere
The shared core
Calibration, simulation, drift detection, and a model registry — the hard parts, solved once and pip-installable.
Calibrated probabilities, not point picks
Field-strength calibration and a per-lap race simulator turn raw pace into win, podium, and finishing-range probabilities you can actually trust.
One canonical schema
Season · Round · Competitor · Result · Prediction — every project speaks the same language over a DuckDB history store.
Drift & A/B promotion
A model registry, drift detection, and gated promotion keep every sport's model honest as new results land.
Forward-only evaluation
Strict temporal splits, honest uncertainty intervals, and shared leakage guards mean the accuracy you see offline is the accuracy you get on race day.
Live now
10 products, forecasting real seasons
F1 Predictions
Formula 1
Calibrated race-outcome forecasts for every Formula 1 Grand Prix.
Formula E Predictions
Formula E
Race and championship forecasts for the ABB FIA Formula E World Championship.
IndyCar Predictions
IndyCar
Race and championship forecasts for the NTT IndyCar Series.
NASCAR Predictions
NASCAR
Race, stage, and Chase championship forecasts for the NASCAR Cup Series.
RaceIQ F2
Formula 2
Sprint, feature-race, and championship forecasts for FIA Formula 2.
RaceIQ F3
Formula 3
Sprint, feature-race, and championship forecasts for FIA Formula 3.
RaceIQ IMSA
IMSA
Per-class race and championship forecasts for the IMSA WeatherTech SportsCar Championship.
forward accuracy accruing over live rounds
RaceIQ MotoGP
MotoGP
Sprint, Grand Prix, and championship forecasts for the premier MotoGP world championship.
forward accuracy accruing over live rounds
RaceIQ WEC
FIA WEC
Per-class race and championship forecasts for the FIA World Endurance Championship.
forward accuracy accruing over live rounds
RaceIQ WRC
WRC
Rally-classification and championship forecasts for the FIA World Rally Championship.
forward accuracy accruing over live rounds
Series coverage
11 series. One playbook.
10 products publish calibrated forecasts today. Every other series is already scaffolded on the same two seams — and inherits the shared core the day its data feed lands.
Open to contributors
Bring your sport to the grid.
The shared core does the heavy lifting. You bring the data and the domain knowledge.