PIT WALL

LIVE SEASON MODEL · MONTE CARLO × XGBOOST

FORMULA 1 — 2026 SEASON RACE CONTROL

Real results from — completed rounds, live standings, and a 500-run Monte Carlo championship forecast for every remaining Grand Prix.

TITLE FORECAST — CHAMPION ELECT

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Proj. pts

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Real pts

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Wins

NEXT LIGHTS OUT

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Days

Hrs

Min

Sec

SEASON PROGRESS

Rounds complete0 / 0

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Model CV MAE

500

Simulations

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Drivers

RACE CENTER

The last classified result and the model's call for the next round.

LAST RACE

NEXT RACE — MODEL FORECAST

PROJECTED PODIUM

Where the championship lands if the simulation is right.

CHAMPIONSHIP FORECAST

Real points so far vs the Monte Carlo projection over the full 22-round season.

Pos	Driver	Team	Real pts	Proj. pts	Title %	Race win %	Podium %	Avg pos

PROJECTED DRIVER POINTS

CONSTRUCTOR TITLE SHARE

TITLE PROBABILITY VS RACE-WIN RATE

WIN PROBABILITY TELEMETRY

Per-race win probability, straight off the model's softmax.

HEAD-TO-HEAD BATTLE

Pick any two drivers. Settle it on the data.

SEASON TIMELINE

22 rounds. Red = raced, gold = next up. Click a node for details.

RACE CALENDAR

Completed rounds show the real winner — upcoming rounds show the forecast favourite.

CONSTRUCTORS — THE MACHINES

Official 2026 car renders · real constructor points vs projected finish.

CONSTRUCTOR WAR — PROJECTED POINTS

DRIVER PADDOCK

All 22 drivers on the 2026 grid. Click a card to open the telemetry file.

CAREER POINTS TRACE

FORM HISTORY 2020–2026

Six seasons of data feeding the model — drivers and constructors.

DRIVER POINTS BY SEASON

CONSTRUCTOR POINTS BY SEASON

YEAR EXPLORER

Pick a season — top drivers and constructor totals.

DRIVERS

CONSTRUCTORS

2026 REGULATION RESET

New cars, new power units, new pecking order — the model's competitiveness shift per team.

⚡

50 / 50 Hybrid Power

Electrical output rises to ~350 kW — energy management becomes a race-deciding skill.

🪶

Smaller, Lighter Cars

Shorter wheelbase, narrower track, −30 kg. Agility beats raw downforce.

🌀

Active Aero + Override

X-mode / Z-mode wings replace DRS; Manual Override gives a push-to-pass energy boost.

🌱

100% Sustainable Fuel

Drop-in sustainable fuel and a fresh engine formula reset every power-unit ranking.

🇺🇸

11 Teams, 22 Cars

Cadillac joins as the 11th team; Audi's works squad replaces Sauber.

COMPETITIVENESS SHIFT (MODEL PRIOR)

PADDOCK NEWS

Latest headlines scraped from formula1.com.