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Flock Safety, valued at $7.5 billion and operating automated license plate reader cameras in more than U.S. 6,000 communities, has built an AI tool called OS Investigate that can identify drivers and track vehicles by movement patterns alone, without a name, plate or crime.

Flock Safety, valued at $7.5 billion and operating automated license plate reader cameras in more than U.S. 6,000 communities, has built an AI tool called OS Investigate that can identify drivers and track vehicles by movement patterns alone, without a name, plate or crime.

It ships with 69 prewritten prompts, giving officers access to plate scans, arrest records, 911 dispatch logs and commercial databases containing Social Security numbers, phone numbers and relatives. 14 prompts require no plate, name or description — only a location, timeframe and behavior.

It ships with 69 prewritten prompts, giving officers access to plate scans, arrest records, 911 dispatch logs and commercial databases containing Social Security numbers, phone numbers and relatives. 14 prompts require no plate, name or description — only a location, timeframe and behavior.

The software infers vehicle "associates" by counting how often other plates appear at the same cameras within a two-minute window of a target, flagging any that appear three or more times above a 0.75 confidence threshold and returning up to 20 results.

The software infers vehicle "associates" by counting how often other plates appear at the same cameras within a two-minute window of a target, flagging any that appear three or more times above a 0.75 confidence threshold and returning up to 20 results.

Flock spokesman Paris Lewbel described OS Investigate as a separate product from the company's ALPR technology, and said its capabilities may change before any wider release. The company did not dispute the features first reported by WIRED.

Flock spokesman Paris Lewbel described OS Investigate as a separate product from the company's ALPR technology, and said its capabilities may change before any wider release. The company did not dispute the features first reported by WIRED.

This comes as at least 50 officers have been charged with or accused of misusing ALPr systems, including to stalk women, with Flock cameras involved in 46 of those cases. A Texas officer reportedly searched over 83,000 cameras looking for a woman who performed her own abortion.

This comes as at least 50 officers have been charged with or accused of misusing ALPr systems, including to stalk women, with Flock cameras involved in 46 of those cases. A Texas officer reportedly searched over 83,000 cameras looking for a woman who performed her own abortion.

<a target="_blank" rel="noopener noreferrer nofollow" href="https://www.verity.news/story/2026/flock-safety-tightens-privacy-rules">Flock announced new safeguards</a> on Aug. 13, including reducing its default data-retention period to seven days, adding automatic lockouts for unusual activity and requiring officers to attach case codes to searches by the end of 2026. meanwhile, some lawmakers are pushing legislate the technology federally.

Flock announced new safeguards on Aug. 13, including reducing its default data-retention period to seven days, adding automatic lockouts for unusual activity and requiring officers to attach case codes to searches by the end of 2026. meanwhile, some lawmakers are pushing legislate the technology federally.

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Flock Safety, valued at $7.5 billion and operating surveillance cameras in more than 6,000 communities, has built an AI tool called OS Investigate that can identify drivers and track vehicles by movement patterns alone, without requiring a name, license plate or crime.

Flock Safety, valued at $7.5 billion and operating surveillance cameras in more than 6,000 communities, has built an AI tool called OS Investigate that can identify drivers and track vehicles by movement patterns alone, without requiring a name, license plate or crime.

It ships with 69 prewritten prompts, giving officers access to plate scans, arrest records, 911 dispatch logs and commercial databases containing Social Security numbers, phone numbers and relatives. Fourteen prompts require no plate, name or description — only a location, timeframe and behavior.

It ships with 69 prewritten prompts, giving officers access to plate scans, arrest records, 911 dispatch logs and commercial databases containing Social Security numbers, phone numbers and relatives. Fourteen prompts require no plate, name or description — only a location, timeframe and behavior.

Flock spokesman Paris Lewbel described OS Investigate as a separate product from the company's license-plate reader technology, and said its capabilities may change before any wider release. The company did not dispute the features first reported by WIRED.

Flock spokesman Paris Lewbel described OS Investigate as a separate product from the company's license-plate reader technology, and said its capabilities may change before any wider release. The company did not dispute the features first reported by WIRED.

This comes as at least 50 law enforcement officers have been charged with or accused of misusing plate-reader systems, with Flock cameras involved in 46 of those cases. A Texas officer reportedly searched more than 83,000 cameras while looking for a woman who performed her own abortion.

This comes as at least 50 law enforcement officers have been charged with or accused of misusing plate-reader systems, with Flock cameras involved in 46 of those cases. A Texas officer reportedly searched more than 83,000 cameras while looking for a woman who performed her own abortion.

Flock announced new safeguards on Aug. 13, including reducing its default data-retention period to seven days, adding automatic lockouts for unusual activity and requiring officers to attach case codes to searches by the end of 2026.

Flock announced new safeguards on Aug. 13, including reducing its default data-retention period to seven days, adding automatic lockouts for unusual activity and requiring officers to attach case codes to searches by the end of 2026.

Flock's AI doesn't just read plates anymore — it builds dossiers on people who haven't done anything wrong. The system can flag someone as suspicious simply for driving through a neighborhood regularly, and it infers social connections from cars spotted near the same plate. With documented misuse already on the books, handing police this kind of backdoor profiling tool is a serious threat to civil liberties.

Flock's AI doesn't just read plates anymore — it builds dossiers on people who haven't done anything wrong. The system can flag someone as suspicious simply for driving through a neighborhood regularly, and it infers social connections from cars spotted near the same plate. With documented misuse already on the books, handing police this kind of backdoor profiling tool is a serious threat to civil liberties.

The Human Intelligence Ledger

Flock cameras have helped solve murders, rescue kidnapping victims and catch armed robbers — and the documented abuse cases are tiny relative to 20 billion monthly plate scans. License plates are visible in public by design, and the Fourth Amendment was never meant to shield people from observation in public spaces. Pulling these cameras doesn't protect freedom; it just makes it easier for criminals to operate.

Flock cameras have helped solve murders, rescue kidnapping victims and catch armed robbers — and the documented abuse cases are tiny relative to 20 billion monthly plate scans. License plates are visible in public by design, and the Fourth Amendment was never meant to shield people from observation in public spaces. Pulling these cameras doesn't protect freedom; it just makes it easier for criminals to operate.

Austin Justice

Flock Surveillance Cameras

AI: Crime and Social Issues

Artificial Intelligence

Flock Testing Cameras to Track Driving Patterns Without Plate, Name or Crime

Flock Testing Cameras to Track Driving Patterns Without Plate, Name or Crime

Privacy

Police

Freedom & human rights

United States of America

Flock's AI was already disturbing, but it's going even further, building dossiers on virtually everyone. The system can flag someone as suspicious simply for driving through a neighborhood regularly, and it infers social connections from cars spotted near the same plate. With documented misuse already on the books, handing police this kind of backdoor profiling tool is a serious threat to civil liberties.

Flock's AI was already disturbing, but it's going even further, building dossiers on virtually everyone. The system can flag someone as suspicious simply for driving through a neighborhood regularly, and it infers social connections from cars spotted near the same plate. With documented misuse already on the books, handing police this kind of backdoor profiling tool is a serious threat to civil liberties.

Flock cameras have helped solve murders, rescue kidnapping victims and catch armed robbers, and the documented abuse cases are tiny relative to 20 billion monthly plate scans. License plates are visible in public by design, and the Fourth Amendment was never meant to shield people from observation in public spaces. Pulling these cameras off the street only makes it easier for criminals to operate.

Flock cameras have helped solve murders, rescue kidnapping victims and catch armed robbers, and the documented abuse cases are tiny relative to 20 billion monthly plate scans. License plates are visible in public by design, and the Fourth Amendment was never meant to shield people from observation in public spaces. Pulling these cameras off the street only makes it easier for criminals to operate.

Flock Testing Cameras to Track Driving Patterns Without Plate, Name or Crime

Flock Testing Cameras to Track Driving Patterns Without Plate, Name or Crime

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Flock Testing Cameras to Track Driving Patterns Without Plate, Name or Crime

Flock Testing Cameras to Track Driving Patterns Without Plate, Name or Crime

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