LINOVISION Automated License Plate Recognition Camera with Vehicle Attributes Analysis Demo Footage
The short version: LINOVISION's own promo reel shows how cheap, off-the-shelf ALPR hardware with AI vehicle-attribute analysis is now sold like a consumer gadget, no oversight required.
Our Take
This one isn't a journalist or an activist — it's the manufacturer, LINOVISION, showing off its own product. That's exactly why it's worth watching. The pitch is aimed at anyone with a credit card: a single camera that reads plates in the dark, tags the make, model, and color of every car that passes, and plugs straight into an access-control gate via Wiegand protocol. No mention of who's allowed to buy it, how long the data sits on a server, or who else might get access to that feed.
That's the uncomfortable truth about the ALPR boom. Flock Safety gets most of the headlines, but the underlying technology — OCR plus deep learning, marketed on "98% accuracy" and dedicated firmware for different regions of the world — is now a commodity. Any HOA, business owner, or local government with a few thousand dollars can bolt a Flock-style dragnet onto a pole and start logging every vehicle attribute that passes, with zero public process and no requirement to disclose it. Vendors treat this like selling a security camera; in practice they're selling a piece of infrastructure for tracking people's movements.
We built the map because these cameras keep multiplying faster than the public conversation about them. If you've spotted a plate reader in your area — Flock-branded or otherwise — help us document it, and check take action for ways to push back before this hardware becomes background noise nobody questions.
This is DeFlock The USA’s original commentary. The video above is the work of LINOVISION, published on YouTube — full credit to the creator.