PROOF

What Drivers Typically Improve

The emphasis is input quality and repeatability. Lap time follows better decisions and cleaner execution.

Common qualitative outcomes

DRIVER FEEDBACK
"Drivers commonly report better confidence at blind entries once references and release timing are stabilized."
Typical HPDE outcomeLaguna Seca
DRIVER FEEDBACK
"Most progress comes from cleaner brake release and earlier organized exits, not late-session hero laps."
Typical Time Trial outcomeLaguna Seca
DRIVER FEEDBACK
"Data-backed debriefs reduce guesswork and make next-session priorities obvious."
Typical data-analysis outcomeTrackside + remote
WHAT WE MEASURE

Signals that drive pace

Rather than chasing one number, we track the inputs that create repeatable pace:

  • Brake release quality: pressure shape and timing
  • Minimum speed stability: avoiding overslowing at apex
  • Throttle commitment: timing and progression quality
  • Reference repeatability: consistency across laps and sessions
INPUT QUALITY OVER RAW HERO LAPS

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