In Dallas, city officials are preparing to bring artificial intelligence to the streets by equipping 100 bulky trash collection trucks with cameras that could spot code violations before they become problems.

Program Overview
The proposal will see 100 trucks outfitted with AI‑enabled cameras, allowing code‑compliance employees to detect potential violations sooner. The city plans to launch the program in early 2026, with a three‑year contract worth $2.55 million paid from the Dallas Sanitation Services budget. The system will provide a monthly snapshot of the condition of each parcel in the city.
Technology Details
Chris Christian, director of Code Compliance, explained to a council committee on Tuesday that the cameras will capture what is viewable from the public right‑of‑way, similar to what already exists on mapping services with street‑view technology. “The cameras will be equipped with features to blur faces and license plates, so staff will never see that information,” Christian said. “It’s innovative, it’s creative, I feel like Dallas is the leader in this space.”
Privacy Concerns
District 1 council member Chad West, who chairs the city council’s Finance Committee, said all questions around privacy and data storage would need to be answered before he could fully support the proposal. “This is one piece of modern technology that the city does control,” West said. “We need to vet it carefully before we roll it out into our neighborhoods.”
Mayor’s Support
Mayor pro tem Jesse Moreno voiced his support, noting that citizens can already file an open‑records request for 311 investigations, which would include photos of possible code violations, without any blurring.
Council Agenda
The Dallas City Council is set to consider a resolution on Wednesday, approving the start of the program in early 2026. The AI camera item is on the voting agenda for that meeting.
Funding and Budget
The $2.55 million contract will be paid over three years from the Dallas Sanitation Services budget, ensuring the city has the financial resources to implement and maintain the technology.
Potential Benefits
If approved, the system could enable earlier detection of code violations, allowing city staff to address issues before they worsen. The monthly snapshots would also give officials a comprehensive view of neighborhood conditions, potentially improving resource allocation and enforcement efficiency.
Balancing Innovation and Privacy
While the technology promises greater efficiency, council members and residents alike are concerned about how data will be stored and protected. The blurring of faces and license plates is a key feature, but questions remain about the broader privacy implications of capturing public right‑of‑way imagery.
Key Takeaways
- Dallas plans to equip 100 trash trucks with AI cameras, launching early 2026.
- The $2.55 million, three‑year contract comes from the Sanitation Services budget.
- Council members weigh privacy concerns against potential enforcement benefits.
The council’s decision this week will set the stage for whether Dallas becomes a pioneer in using AI for city code compliance or remains cautious about the technology’s implications for residents.

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