When AI and Flock Cameras Get It Wrong

Our Take

Flock Safety sells its ALPR network on the promise of cold, reliable machine accuracy, but as the creator behind The Magic Carpet Ride points out, that promise cracks the moment an algorithm misreads a plate, miscategorizes a vehicle, or flags an innocent driver as a 'hit.' These aren't hypothetical glitches — they're the predictable cost of outsourcing law enforcement judgment to pattern-matching software that was never designed to be infallible, just fast and cheap to deploy at scale.

The scary part isn't just the error itself, it's what happens next: an officer treats a computer's guess as probable cause, pulls someone over at gunpoint, and the department later shrugs it off as an unfortunate 'false positive.' When you wire thousands of these cameras into a single searchable, retained database, you're not just risking one bad stop — you're normalizing a system where mistakes get baked into permanent records and shared across agencies with almost no accountability.

Thanks to The Magic Carpet Ride for putting a spotlight on this. If you want to see how many of these cameras are already watching your own streets, check out our map, and if you're ready to push back on unchecked ALPR expansion in your town, our take-action guide is a good place to start.