Officials in Cape Coral, Florida, are considering installing artificial intelligence-powered cameras on sanitation trucks to surveil neighborhoods and find possible code violations.

“The city has around 31 code officers currently, working on identifying minor property issues and more significant violations,” Gulf Coast News reported in February.

Officials think the AI-powered cameras will save taxpayers money.

“This is a more efficient way, so we can save taxpayers’ money,” said City Manager Michael Ilczyszyn, according to Gulf Coast News.

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Gulf Coast News shared further:

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While the city manager believes this initiative could save money, residents are concerned about the potential impact on code enforcement officers’ jobs and the accuracy of the cameras.

“A camera could go one way, but we don’t know what’s on the side of the house, and it could reflect something else,” said Cape Coral resident Cesar Estrella.

The city said, “The point of the discussion was to look for and consider alternative ways to do what a Code Officer can do, driving down the street, that are more efficient than hiring additional staff.”

However, privacy concerns remain.

“Who’s to say that they’re not going to use that information for something else?” said Estrella.

“Who’s getting a hold of it? And, how secure is it going to be?” said Cape Coral resident Timothy Rose.

“As if the Flock Camera nightmare isn’t bad enough, now Cape Coral is looking at using AI powered spy cams on dump trucks to find reasons to fine people? How much abuse at the hands of this crooked government are we going to tolerate before people wake up?” attorney Tom Renz questioned.

“We aren’t draining the swamp – we are filling it up and backstroking across it,” he added.

The Auto Wire explained further:

The vendor behind much of this trend is a company called City Detect, which brands its system around what it calls The Good AI. Its pitch to cities is almost identical to Cape Coral’s plan: mount cameras on vehicles the city already owns and drives (garbage trucks, code enforcement SUVs, whatever is already burning gas on a route) and let computer vision flag problems for a human to verify later. No new patrol cars, no new payroll, and fewer emissions than adding a dedicated inspection vehicle. It’s a genuinely clever piece of packaging.

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Stockton, California has already run the program long enough to generate real numbers, and they are worth sitting with. According to City Detect’s own case study, the system captured 199,159 images across the city, analyzed 39,740 parcels, and flagged 13,852 unique issues. That isn’t a pilot. That’s a rolling, continuous photographic survey of tens of thousands of private properties, generated as a byproduct of a truck doing its actual job. Cathedral City, California has used the same system to send out 500 courtesy notices after analyzing more than 12,000 parcels.

Dallas has approved more than $850,000 for a nearly identical system, pending final city council sign-off. Cape Coral is still just weighing the idea. None of this is hidden; these are public proposals with public price tags attached. What’s discussed far less is what these systems are being layered on top of.

Trash-truck cameras aren’t arriving into a surveillance vacuum. Flock Safety already operates somewhere between 80,000 and 90,000 AI-enabled cameras across American communities, mostly mounted on fixed poles rather than moving trucks. Flock’s systems don’t just read plates. They build what the company calls a vehicle fingerprint (make, body style, decals, roof racks, bumper damage, and dozens of other visual markers) and run what it calls convoy analysis to flag vehicles that keep turning up near each other. The ACLU has spent the past year documenting how that analysis gets used to flag ordinary drivers as suspected participants in organized crime, based on nothing more than repeated proximity to another car.

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