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Flock Uses Overseas Gig Workers to Build Its Surveillance AI

Joseph Cox

created: Dec. 1, 2025, 2 p.m. | updated: Dec. 3, 2025, 6:19 a.m.

The findings bring up questions about who exactly has access to footage collected by Flock surveillance cameras and where people reviewing the footage may be based. Authorities typically dig through this data without a warrant, leading the American Civil Liberties Union and Electronic Frontier Foundation to recently sue a city blanketed in nearly 500 Flock cameras. Broadly, Flock uses AI or machine learning to automatically detect license plates, vehicles, and people, including what clothes they are wearing, from camera footage. A Flock patent also mentions cameras detecting “race.”Multiple tipsters pointed 404 Media to an exposed online panel which showed various metrics associated with Flock’s AI training. It is not clear what specific camera footage Flock’s AI workers are reviewing.

1 week ago: WIRED