F1 Strategy Engine
All-Time Platform

Historic Race Control

Analyze any F1 race from 2018 to now

Selections here drive the pit board, optimizer defaults, simulation context, and archive detail views.

Current Race Context Waiting for race load

Choose a season, Grand Prix, and circuit to update linked sections.

Used In
Race Feature Waiting for race load

Circuit profile, risk balance, and race characteristics will appear here.

Strategy Bias --
Pit Loss --
Safety Car --
Overtaking --

Live Race Wall

Live Strategy Mode

Stream lap-by-lap telemetry context, pit-window calls, rival reactions, and explainable strategy changes through a WebSocket feed.

Live Feed Config

Idle
Choose a driver and click Start Live Feed.
Current Call

Awaiting live strategy stream

The feed will update with telemetry-aware pit decisions, tyre cliff detection, and scenario triggers.

Action--
Lap--
Confidence--
Plan B--
Undercut Gain --

Projected gain if we pit now.

Traffic Loss --

Estimated loss at pit exit.

Tyre Cliff --

Stint drop-off risk.

Telemetry Snapshot

Live feed

Why The Call Changed

Explainability

    Weather Feed

    Nowcast

    Live Event Log

    Timing / Pit / Control

      Scenario Notes

      Engineer prompts

        Flagship Decision Flow

        Race Engineer Mode

        Generate a primary call, fallback plan, and lap-by-lap reasoning for the selected race context.

        Engineer Inputs

        Scenario Control
        Set the inputs and click Run Race Engineer.
        Predicted Push Lap

        --

        Run Race Engineer to generate a strategic call sheet.

        Driver--
        Primary Confidence--
        Primary Trigger--
        Fallback Trigger--
        Primary Call --

        --

        Fallback Plan --

        --

        Assumptions

        Model + race context

          Lap-by-Lap Callouts

          Pit wall guidance

            Sensitivity Map

            Decision pressure

            Scenario Comparison

            Green / SC / Rain / Traffic

            Tyre Usage Board

            Historic Pit Stops

            Select a season, race, and circuit to load strategy history.

            Total Pit Stops -- Waiting for race data
            Hard Medium Soft Used tyre Pit stop

            Strategy Command

            Optimizer

            The inputs are preloaded from the selected historical race and can be tuned before running a new strategy pass.

            Optimizer Config

            Ready
            Optimized Strategy
            Active Driver--
            Win Probability--
            Time Gain--
            Risk Level--
            Latest Result Signal Waiting for first optimizer run
            Driver delta -- Race time delta -- Plan delta --
            Expected Race Time--
            Confidence--
            Pit Stops--
            Baseline Before --

            --

            Optimized After --

            --

            Stint Timeline No plan loaded

            Outcome Distribution

            Simulation

            Explore the top strategies with scenario-oriented distributions and risk metrics.

            Run simulation to generate Monte Carlo outcome cards.

            Compound Performance

            Tyre Degradation

            Curve views update from the selected race metadata and current strategy inputs.

            Tyre Degradation View

            Heuristic Model
            Hard Medium Soft
            Medium is the selected current compound.

            Training Data Context

            Race Archive

            Browse all available races from 2018-2024 and use the metadata as model context for strategic decisions.

            Archive Rows 0 Seasons, circuits, races, strategy notes

            Historic Race Set

            Backend Catalog
            Year Round Grand Prix Circuit Country

            Selected Race Insight

            Reference View

            Suggested Model Features

            ML Hooks
            driver_form
            grid_position
            circuit_profile
            pit_loss_seconds
            initial_compound
            stint_length_1
            stint_length_2
            safety_car_probability
            degradation_per_lap
            weather_risk

            Training And Evaluation

            Model Lab

            Review trained proxy models, validation metrics, feature importance, and historical backtesting references.

            Model Evaluation

            Awaiting model load
            Click Run Model Lab to load training metrics, calibration, and backtesting.

            Historical Backtesting

            Prediction vs reference
            Year Grand Prix Driver Actual Lap Predicted Lap Error Stops