FLOCK CAMERA FALSE ARREST STATISTICS

Our Take

Mumford Law is doing the unglamorous work that matters here: pulling together real cases where a camera's guess became a cop's probable cause. That's the core problem with ALPR networks like Flock — the system is built to generate alerts fast, but the humans responding to those alerts often treat a plate match as gospel instead of a tip that needs verification. When an officer pulls a gun on a driver because a camera misread a digit or a stolen-vehicle flag never got cleared from the database, that's not a rare glitch. That's the predictable output of a system designed for speed over accuracy.

What the video gets right is connecting individual horror stories to a pattern. Departments keep insisting these cameras make communities safer, but they rarely publish their own error rates, and when false stops happen, the paperwork trail is usually thin or nonexistent. Civil rights lawyers are left reconstructing what went wrong case by case because there's no public accountability built into how these networks operate. That opacity is the whole game — it's hard to fix a problem that departments won't even admit is happening at scale.

Credit to Mumford Law for pushing this into daylight. If you want to see how many of these cameras are already watching your own streets, check our camera map, and if you're ready to push back on your local department's ALPR contract, our take-action guide walks you through it.