What does it take to become the most successful AI surveillance company in 2025? If you’re anything like Flock, the startup selling automatic license plate readers and facial recognition tech to cops, you don’t really need much AI at all — just an army of sweatshop workers in the global south.

Bombshell new reporting from 404 Media found that Flock, which has its cameras in thousands of US communities, has been outsourcing its AI to gig workers located in the Philippines.

After accessing a cache of exposed data, 404 found documents related to annotating Flock footage, a process sometimes called “AI training.” Workers were tasked with jobs include categorizing vehicles by color, make, and model, transcribing license plates, and labeling various audio clips from car wrecks.

In US towns an

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