Biomechanics proof layer

Movement artifacts that a coach can actually review.

Ora's biomechanics lab is being built to turn movement video into pose quality, squat events, approximate kinematics, confidence, and reviewable artifacts. It is not a medical scan, force plate, or diagnostic engine.

What the current engine can show

Pose quality checks for whether a video is usable enough to interpret.
Squat event detection and pose-derived kinematics from mock, pose-json, or MediaPipe-backed extraction paths.
Confidence summaries, package manifests, and review artifacts that keep uncertainty visible.
A future media workflow for short movement breakdowns, not unsupported force or injury claims.

What Ora will not claim yet

A normal camera cannot recover exact internal anatomy. Dynamics, muscle forces, tendon forces, ligament stress, joint-contact surfaces, and medical-grade diagnosis remain unavailable unless a future defensible model and expert review support them.

Join the beta See reports Open app

Biomech breakdown template

1. Hook

Start with a visible movement problem: inconsistent depth, unstable tempo, or unclear bracing context.

2. Artifact

Show the movement clip, pose quality, event detection, and one clean kinematic chart.

3. Coaching read

Explain what a coach could inspect next and what Ora would not infer from the video alone.

4. CTA

Invite beta users to build the evidence layer behind their own training block.