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Flock Uses Overseas Gig Workers to Build Its Surveillance AI

by Investor News Today
December 1, 2025
in Technology
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Flock Uses Overseas Gig Workers to Build Its Surveillance AI
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Flock, the automated license plate reader and AI-powered digicam firm, makes use of abroad employees from Upwork to coach its machine studying algorithms, with coaching materials telling employees easy methods to evaluate and categorize footage together with pictures individuals and autos in the USA, in accordance with materials reviewed by 404 Media that was unintentionally uncovered by the corporate.

The findings carry up questions on who precisely has entry to footage collected by Flock surveillance cameras and the place individuals reviewing the footage could also be primarily based. Flock has turn into a pervasive expertise within the US, with its cameras current in 1000’s of communities that cops use on daily basis to analyze issues like carjackings. Native police have additionally carried out quite a few lookups for ICE within the system.

Firms that use AI or machine studying recurrently flip to abroad employees to coach their algorithms, actually because the labor is cheaper than hiring domestically. However the nature of Flock’s enterprise—making a surveillance system that always displays US residents’ actions—signifies that footage could be extra delicate than different AI coaching jobs.

Flock’s cameras constantly scan the license plate, coloration, model, and mannequin of all autos that drive by. Regulation enforcement are then capable of search cameras nationwide to see the place else a automobile has pushed. Authorities usually dig by way of this knowledge and not using a warrant, main the American Civil Liberties Union and Digital Frontier Basis to lately sue a metropolis blanketed in almost 500 Flock cameras.

Broadly, Flock makes use of AI or machine studying to robotically detect license plates, autos, and other people, together with what garments they’re carrying, from digicam footage. A Flock patent additionally mentions cameras detecting “race.”

A number of tipsters pointed 404 Media to an uncovered on-line panel which confirmed numerous metrics related to Flock’s AI coaching.

It included figures on “annotations accomplished” and “annotator duties remaining in queue,” with annotations being the notes employees add to reviewed footage to assist practice AI algorithms. Duties embrace categorizing automobile makes, colours, and kinds, transcribing license plates, and “audio duties.” Flock lately began promoting a characteristic that can detect “screaming.” The panel confirmed employees typically accomplished 1000’s upon 1000’s of annotations over two day durations.

The uncovered panel included a listing of individuals tasked with annotating Flock’s footage. Taking these names, 404 Media discovered some have been situated within the Philippines, in accordance with their LinkedIn and different on-line profiles.

Many of those individuals have been employed by way of Upwork, in accordance with the uncovered materials. Upwork is a gig and freelance work platform the place firms can rent designers and writers or pay for “AI providers,” in accordance with Upwork’s web site.

The tipsters additionally pointed to a number of publicly obtainable Flock shows which defined in additional element how employees have been to categorize the footage. It isn’t clear what particular digicam footage Flock’s AI employees are reviewing. However screenshots included within the employee guides present quite a few pictures from autos with US plates, together with in New York, Michigan, Florida, New Jersey, and California. Different pictures embrace street indicators clearly displaying the footage is taken from contained in the US, and one picture comprises an commercial for a selected regulation agency in Atlanta.



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