One Camera. One Mom. One State of Emergency.

In Troy, New York — a city of 52,000 on the Hudson River — a mother named Dierdre Shea spotted a black camera mounted on a solar panel at the end of her block while walking her newborn. She looked it up. Then she emailed her neighbors.

What followed was a full civic meltdown.

Citizens demanded the cameras come down. Republican Mayor Carmella Mantello dug in and kept them up. The Democratic city council tried to defund them. Last month, according to the Washington Post, Mantello declared a state of emergency — the kind normally reserved for floods and blizzards — specifically to keep the cameras running.

"I will not put our city in jeopardy and take these cameras away," Mantello said, flanked by officers in blue.

Meet Flock Safety

The cameras at the center of this fight belong to Flock Safety, a private tech startup founded in 2017. According to the Washington Post's reporting, Flock now operates in more than 6,000 communities across the country, and a national tracking project called DeFlock estimates there are over 90,000 of these readers currently deployed in the United States.

Flock's system doesn't just read license plates. It uses AI to build a digital "fingerprint" of every vehicle that passes — including bumper stickers and gun racks. Every vehicle. All the time.

Flock Safety Chief Information Security Officer Chris Castaldo said in a statement: "Our platform includes safeguards like audit trails to help ensure accountability at every step."

The Dog. The Dreadlocks. The Wrong Plate.

In April 2024, Brandon Upchurch and his cousin were driving home from a convenience store in Toledo, Ohio, when police lights hit his mirror. Officers from the Toledo Police Department drew their guns. When Upchurch — confused and scared — didn't immediately comply, Officer Adrian Wilson released a police dog.

The dog grabbed Upchurch's dreadlocks, slammed his head into the ground, and bit his arm, according to Business Insider's investigation.

The charge? Stolen license plates.

Except they weren't stolen. Upchurch owned the truck. The plates were his. A Flock Safety camera had misread the "7" on his plate as a "2" and flagged the vehicle as stolen. Wilson, in body camera footage reviewed by Business Insider, can be heard telling another officer after the arrest that he thought the camera had "mis-hit."

The charges were dismissed. The injuries were real.

The Accuracy Problem

The Washington Post's coverage frames this primarily as a privacy and immigration concern — and yes, there are legitimate reports that federal immigration enforcement used Flock's database to track immigrants. That's a real issue.

But the coverage largely overlooks the core problem: whether the data is correct. An AI system that misreads a single character on a plate and triggers a felony stop with a dog attack is a system with a serious failure rate. Business Insider's reporting on Upchurch is one documented case. How many others haven't been reported?

Flock Safety has NOT released public data on its misread rate. The company has NOT been required to by any federal law. There is ZERO national standard for accuracy in AI license plate readers.

Opposition Across the Political Spectrum

The opposition to Flock cameras spans the political divide. According to the Washington Post, the city council in Bandera, Texas voted to terminate its contract with Flock. DeFlock estimates over 60 communities have canceled or rejected contracts with Flock and similar companies.

Conservatives who care about the Fourth Amendment should be just as concerned as civil libertarians. A private company building a national database of vehicle movements — accessible to police, businesses, AND homeowner associations — without meaningful federal oversight challenges fundamental expectations about government scale and scope. The question of how a HOA gains access to a national law enforcement vehicle tracking database rarely gets examined in mainstream reporting.

The Real Stakes

More than a dozen states have passed laws limiting license plate reader use, according to Washington Post reporting. That's a start. But Flock is already in 6,000 communities. The network is built. The data is being collected right now, on every car driving past one of 90,000 cameras.

For regular Americans, this means your daily movements — where you drive, when, how often — are being logged, fingerprinted, and stored in a private company's database that law enforcement can query at will. You didn't vote on it. You probably didn't even know it was there.

Dierdre Shea in Troy, New York, only found out because she happened to walk past one pushing a stroller.

Most people never get that close look.