Data & Credits

Not affiliated with Formula 1

ApexIO is an independent project. It is not affiliated with, endorsed by, or connected to Formula 1, the FIA, Formula One Management, or any team, driver, or sponsor.

F1, FORMULA 1, GRAND PRIX, and related marks are trademarks of Formula One Licensing BV. FIA is a trademark of the Fédération Internationale de l'Automobile. Team and driver names belong to their respective owners. They are used here only to describe and forecast the sport, never to imply any official link.

Where the data comes from

Every forecast is built from public data. We're grateful to the people and projects behind it:

FastF1 — session timing, lap times and car telemetry, which drive the pace model.
Jolpica-F1 — results and schedule data (the community successor to the Ergast API).
Open-Meteo — race-time weather forecasts.
FIA Documents — official starting grids, penalties and stewards' decisions.

How it's built

The site is a Next.js front end over a Python forecasting engine — gradient-boosted models for pace and a Monte Carlo simulator for the race and championship. The methodology is described on the Method page.

Every source above is credited with gratitude and used within its terms. These attributions are offered in good faith; we aim to keep them accurate and respect each project's wishes.