Dallas city officials have announced several significant changes to their artificial intelligence camera code enforcement program following a media investigation that raised serious concerns about resident privacy, inequitable enforcement, and intimidating violation notices sent to thousands of homeowners.
The program uses AI-equipped cameras mounted on city garbage trucks to photograph properties and flag potential code violations as trucks travel through neighborhoods. More than 3,000 homeowners have already received notices as a result of the system.
City Detect, the private contractor operating the camera system, confirmed it has upgraded how it handles images captured during routes. CEO Gavin Baum-Blake said the company’s engineering team enhanced the blurring technology so that entire bodies are now obscured rather than just faces. Previously, a person’s clothing and physical description remained visible in stamped images that also included the date, time and precise location of the photo.
Dallas city council members voiced sharp concerns during a Quality of Life Committee briefing Monday. Councilmember Chad West questioned what oversight mechanisms exist for the program while councilmember Bill Roth specifically pressed officials about whether personal identifying details were being properly protected in captured images.
City officials also acknowledged that the language used in violation notices alarmed many residents. Code Compliance Director Christopher Christian said a revised version of the courtesy notice will be released soon and will include a QR code linking residents to housing assistance and home repair resources. The original notices warned homeowners to make repairs or face enforcement action though the city says those courtesy notices do not lead to citations.
West raised a deeper concern about the city’s ability to support lower-income homeowners caught in the enforcement net. A city grant program that once helped low-income residents fix code violations has been paused for two years leaving few financial resources available even as camera-assisted enforcement expands across Dallas neighborhoods.
Officials and the contractor also dropped the term “blight score” which was used internally to rate properties on a scale of one to four based on the severity of potential violations spotted by cameras. The rating system will now be referred to as an “image index.” Baum-Blake called the original term a loaded phrase and said the change was appropriate.
Some council members pushed for the city to examine the condition of its own properties after reports showed that some cited homeowners live near city-owned abandoned structures or lots with illegally dumped trash. Councilmember Adam Bazaldua argued the city must hold itself to the same standards it applies to residents. The Quality of Life Committee indicated it plans to establish a formal oversight framework including regular audits and additional briefings on the program.