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AI-powered cameras on Dallas garbage trucks are taking pictures of homes along residential streets to automatically score each property for "blight" and alert code enforcement to any that score a 1, 2, 3 or 4 for things such as overgrown grass, trash on the yard, peeling paint and more.
According to city records obtained by NBC 5, the photos taken by the garbage trucks cameras are of properties visible from public roads. The AI then identifies potential code violations — overgrown grass, litter, debris, illegal dumping, graffiti, and structural deterioration. Each property receives a score from one to four based on severity, with four indicating the most serious issues.
Dallas signed a three-year, $2.5 million contract with a company called City Detect last year to operate the system. City officials claim the program saves time and helps code enforcement officers identify violations more quickly. City Detect says its technology can flag more than 100 indicators of urban blight and has detected more than 6 million issues nationwide. Its client list includes Cleveland, Stockton, Miami-Dade County, and several other municipalities.
Since April, the city has photographed more than 21,000 properties. About 1,800 homeowners received "courtesy notices" informing them of potential violations. Unresolved issues can escalate to fines and formal enforcement action.
Dallas resident Ty Williams told NBC 5 he was blindsided when an AI camera flagged his chimney paint and assigned his property a blight score of two — without anyone ever knocking on his door. "It's a money grab. That's basically what this is all about," Williams said.
Southern Dallas resident Dennis Edwards called the program a direct violation of privacy after his home was photographed and scored without his knowledge or consent.
The Dallas program is part of a broader wave of AI surveillance expansion by local governments. Flock Safety operates more than 120,000 automated license plate readers across 49 states and has come under growing fire for data privacy abuses. Florida revoked permits for highway license plate readers, Texas halted state funding for Flock cameras, and more than 100 local governments have canceled or declined to renew contracts since 2025.
Your trash pickup is now your surveillance detail. And city hall thinks that's a feature.
