WorkoutDrift: Form Regression Detector
AI video analysis tool that detects when gym-goers' exercise form degrades over time, alerting them before injury happens.
The Problem
Gym members can't objectively track whether their form is getting worse as they fatigue, add weight, or lose focus—they rely on mirrors and spotters who aren't always available. Form degradation is the #1 cause of gym injuries, but there's no automated way to catch it in real-time or over weeks.
Target Audience
Home gym users and serious lifters (ages 25-45) who have phone/webcam access and want injury prevention; secondary: physical therapists monitoring patient recovery.
Why Now?
Phone cameras are now high-res enough for pose detection, pose estimation APIs are cheap/free, and home gym adoption spiked post-2020 with no safety tools to match.
What's Missing
Existing fitness apps focus on logging volume/progression, not form safety; form coaching apps require live trainers or expensive on-device ML. Real-time regression detection has zero consumer products.
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