How Flock cameras and AI data centers enable total surveillance
The short version: The Robb Carter Show connects Flock's license plate readers to the booming AI data center industry, warning that cheap storage and machine learning turn roadside cameras into a permanent surveillance net.
Our Take
Robb Carter's latest video draws a line that doesn't get drawn enough: Flock Safety's ALPR network isn't just cameras on poles, it's a pipeline feeding an AI infrastructure boom. As data centers multiply to handle machine learning workloads, the marginal cost of storing, tagging, and cross-referencing every plate that passes a Flock camera keeps dropping. That's the quiet mechanics behind "public safety" branding — once capture is cheap and retention is indefinite, the system stops being a tool for solving specific crimes and starts being a passive dragnet on everyone's movements.
We appreciate Carter laying out the infrastructure side of this story, because most coverage stops at the camera and ignores where the data actually lives, who can query it, and how AI models might eventually be trained on driving patterns at scale. That's the real danger: not one camera watching one intersection, but thousands of feeds stitched together into a searchable history of where you've been, sold to police departments as a subscription service with little public oversight.
If this video makes you want to know what's watching your own neighborhood, check our camera map to see documented Flock locations near you, and visit our take-action page for ways to push back at the city council level before the next contract renewal locks your town in for another year.
This is DeFlock The USA’s original commentary. The video above is the work of The Robb Carter Show, published on YouTube — full credit to the creator.