Fitness App AI Engineering & Compliance Decision Sheet

One-page planner: the three AI feature groups (personalize the plan / watch the movement / read the body), the two lines (estimation: a camera estimates, never measures; wellness: claims set medical-device status), where each model runs (phone vs cloud vs wearable layer), the 33 ms real-time frame budget, the camera-placement rule (0% to 95.5% squat detection by position, per the 2026 JMIR study), the embed-vs-assemble-vs-build split, and a privacy & compliance gate (general-wellness claims discipline, GDPR special-category, FTC Health Breach rule, platform health policies).

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