Dallas didn’t buy a single new vehicle to build one of the more sweeping property-surveillance operations any American city is currently running. That detail keeps getting buried under the privacy outrage, and it’s the actual story here.
Since April, the city has had AI-powered cameras mounted on the fleet trucks that already run bulk-trash and brush-collection routes down every residential street in Dallas on a fixed schedule. According to city records NBC 5 Investigates obtained through an open-records request, those cameras photographed tens of thousands of homes over roughly four months and flagged at least one possible code violation, things like overgrown grass, peeling paint, and illegal dumping, at more than 21,000 properties. Each flagged address gets run through an algorithm called PASS AI, built by a company called City Detect, and assigned a blight score from 1 to 4.
The contract behind all of it runs three years and roughly $2.5 million. For a city budget, that’s a rounding error. The number that should actually catch a car person’s attention isn’t the price tag. It’s everything Dallas didn’t have to buy to make this work. No new trucks. No new routes. No new fuel budget or driver hours. The trucks were already going to be there…