SAN FRANCISCO — Flock Safety is inverting its core business model. The vehicle surveillance firm has developed OS Investigate, an AI tool that identifies individuals by movement patterns rather than license plate recognition—a shift that expands its addressable market while exposing the company to mounting legal and operational risks.
The platform marks a departure from Flock's public positioning that its technology "cannot recognize, identify, or track individuals." OS Investigate queries 45 distinct data sources, including Flock's network of cameras across 6,000-plus communities, police case files, 911 dispatch logs, and commercial databases containing Social Security numbers, dates of birth and home addresses.
The software ships with 69 prewritten prompts for officers but allows custom queries. An officer can input a location, time frame and behavior pattern—vehicle frequency in a neighborhood, for example—and the system returns matching individuals. No license plate, name or known crime is required to initiate the search.
The tool has drawn sharp pushback from privacy experts and constitutional lawyers, who point to warrantless access to extensive movement records. Bipartisan political pressure has also mounted against Flock's broader practices.
Operationally, the company faces a growing problem: systematic infrastructure sabotage. Cameras across the U.S. are being sawed off and lenses painted over, driving maintenance costs and reducing network coverage in key markets.
Flock says OS Investigate is in testing with a small group of law enforcement partners and remains in development, meaning its final capabilities may differ from current prototypes.
