The gap between marketed performance and field reliability remains largely undocumented in public filings or regulatory proceedings. No major manufacturer has issued recalls or formal acknowledgments of systematic false alarm problems, though user complaints are widespread. The extent to which these failures stem from algorithmic limitations, inadequate training data, or poor threshold calibration is unclear.
Attorneys should monitor whether regulators begin scrutinizing these products under consumer protection or product liability frameworks. As false alarm fatigue undermines the core safety function these systems are sold to provide, litigation risk is real—particularly if manufacturers' marketing claims about "reducing false alarms" cannot be substantiated. The question is not whether the AI detection works, but whether the systems deliver on their fundamental promise: reliable alerts when it matters.