Trackday Analyst: product direction

A concise view of what the product has established, what it is strengthening now, and the boundaries it intends to keep.

Where we came from

Track Viewer MVP

Turned a local GPX export into a readable route, lap list, and synchronized telemetry.

Compare and time delta

Made two laps comparable around the circuit rather than only at the finish line.

Corner, braking, and ideal-lap analytics

Connected the lap to sectors, geometry, and rider-demonstrated potential.

Data quality and telemetry trust

Made missing, implausible, and low-confidence data visible instead of silently correcting it.

Evidence-based coaching

Connects observations to supporting values, cautious interpretation, and repeatable experiments.

What we are strengthening

Coaching evidence

Opportunity selection and consistency evidence for the sources riders already use.

High-frequency foundations

More technique guidance only where new planning and evidence can support it.

Deliberate investigations

Longitudinal and navigation/trajectory fusion remain investigations, not promises.

Deliberate boundaries

No cloud accounts or backend, no multi-rider dashboard, and no mobile companion app. The product remains a private, local-first rider analysis tool.