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Race planning & rival analysis

Your data. Your stack.
Our race intelligence.

Rival forecasts, performance models and strategy intelligence, integrated directly into your team’s systems and working with your data.

Your dataDirect integrationModel licensing

Deployment around your team

License models for your own environment or connect through managed APIs and MCP. Your data access, confidentiality and deployment requirements shape the integration.

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Ferrari fingerprintRecorded · Canadian GP · L30

Model: RaceHooks.

Featured capabilities

A closer look at
what we model.

Overtake Model

Recorded · British GP / L27 pass
Price the next move.
Before the pass.
87.5%GAS → BEAPass next lap into Brooklands
FORECAST / L26Gasly on Bearman
PASS / L27Overtake confirmed
For books & trading desks

Price the whole field, from lights out to the final lap. Win, podium, head-to-head and overtake probabilities translate the developing race into a real-time view for your trading desk.

Win · Podium · Head-to-head · Overtakes · Player Props

The most extensive pricing models for motorsport.

Picking a winner is only one part of pricing a race. Calibration, probability scoring and the timing of each forecast determine how useful that distribution is to a trading desk. We offer full player props, ask us for more details.

Maintain your own view of the race alongside your market line.

Pit Stop Model

Recorded · Canadian GP / L30 forecast
Who comes in,
who stays out.
31%VERStop within 3 laps
For racing teams

Read rival intent before the pit entry. Per-car stop probabilities bring the next lap and the coming pit window into the same strategic picture.

Per-car probabilities · Next-lap & multi-lap horizons

A stop forecast needs a horizon.

A rival stopping next lap and stopping within three laps create different strategic choices. Horizon-specific forecasts help frame the risk of an undercut, a cover stop or staying out.

Weigh your next call against the stops your rivals could make.

Energy Model

Recorded · Singapore GP / L31 → L33
More battery.
Then the pass.
53%vs 47%GAS / HAD · 0.49 s behind on L31
For racing teams

See beyond the visible gap. Lap-by-lap forecasts of battery charge across the Formula 1 grid add an energy perspective to rival performance under the 2026 regulations.

Charge forecasts · Per-car state · Lap-by-lap updates

Track position is only part of the picture.

Two cars together on track can have different energy available for what comes next. Grid-wide charge forecasts give analysts another dimension when interpreting closing speed, attack and defense.

Read the energy position behind a rival’s next move.

Strategy Simulator

Recorded · Canadian GP / L18 / Antonelli
Same race.
A different points outlook.
+1.01PTSExpected points vs Mercedes' expected stops
Expected finishing position3.65
For racing teams

Compare the race you have with the race your next stop creates. Stop timing, alternative stint plans and rival response belong in one decision.

Stop timing · Stint scenarios · Rival response

The fastest stint is not always the best race.

An early stop can buy pace and cost track position. Extending can preserve options and surrender the undercut. Evaluate those trade-offs alongside traffic and how rivals could respond.

Choose between credible alternatives, with the race context attached.

Let’s talk models

Your race questions.
Our models.

Tell us your series, your current workflow and where you want to improve. We’ll show you the relevant models on a recorded race and scope an evaluation around your decisions.

Ask about our models