LoopWatch

LoopWatch is a mobile + web AI app that monitors semi-autonomous driving sessions (Level 2/2+) and flags risky patterns before they become incidents. It pairs with your car via supported OEM APIs or an OBD-II dongle, then combines vehicle telemetry (speed, lane-keep status, steering torque, disengagements) with phone sensor data to detect “false confidence” moments: repeated micro-corrections, frequent nags, late braking, or driver inattention trends. After each drive it generates a simple safety scorecard, highlights the exact timestamps where the system struggled, and recommends concrete changes (e.g., avoid certain road types, reduce speed, increase following distance, clean cameras). It’s not a self-driving controller; it’s an independent auditor for drivers and fleets who use ADAS daily and want evidence-based feedback rather than marketing claims.