r/Apex_NC • u/thepcninja • 16h ago
ACLU: police are using ALPRs and AI to flag “suspicious” drivers then finding a reason to pull them over
The ACLU put out a report yesterday on where ALPR surveillance is actually heading, and it’s worth reading before Apex decides anything on Dec 3.
The finding: An automated fishing expedition! Police are using AI and ALPRs to flag drivers whose travel patterns look “suspicious,” with no evidence of any crime. The system decides you’re suspicious first and then the officer goes looking for a minor traffic violation to justify the stop. In some documented cases, officers hid the real reason they pulled someone over.
In one case a woman was pulled over on a cross country road trip because a surveillance system flagged her movements after pulling her ALPR history of where she’d been driving. She hadn’t done anything. Her crime was driving somewhere an algorithm found ‘suspicious’.
The ACLU’s warning, “More and more people will be subject to police encounters as these AI algorithms inevitably sweep in far more innocent people than actual wrongdoers.”
So for y’all “if you’ve done nothing wrong, you’ve got nothing to worry about” people, these systems don’t wait for you to do something wrong. They manufacture suspicion out of ordinary driving, where you go, when, how often, who your car is seen near, and then someone with a badge comes looking for a reason.
This is the same company whose cameras have been used by officers to stalk ex-partners, whose cameras were mapped after security researchers found them exposed, whose own cameras were physically cracked open to pull 1.6 million images off one device, that ran a fake “police department” to search live cameras by religion and politics, that structures its contracts to dodge competitive bidding, and whose exact kind of warrantless tracking a federal judge in Oklahoma just ruled unconstitutional. Flock markets the “suspicious pattern” AI that does all this as crime prevention.
Their response to all of this? Flock’s own CEO told a room of police chiefs that the opposition is fake, “anonymous bots,” Russian-driven, “not real.” Those of us at the meetings, filing records requests, and reading the contracts are, apparently, bots. That’s their answer.
Apex shares its ALPR data with ~1,180 agencies it can’t audit. Any one of them can run this kind of analysis on your movements and have an officer pull you over. The Public Safety Committee takes Flock back up December 3. This is what we’re being asked to keep funding.
Sources:
ACLU, “AI-Driven Police Stops” (Oct 26, 2026): https://www.aclu.org/news/privacy-technology/ai-driven-police-stops
404 Media, “It’s Not the Bots” (Flock CEO dismissing opposition as Russian bots, from leaked audio): https://www.404media.co/its-not-the-bots-flock/