A deep dive into Flock Safety's 'OS Investigate' reveals an AI system that tracks citizens not just by license plates, but by their movement patterns and behaviors.

  • Flock Safety's 'OS Investigate' can identify and track individuals without needing a license plate.
  • The AI integrates police files, 911 logs, and commercial databases to create full dossiers.
  • The system uses 'pattern hunting' to flag behavior like frequent visits to specific locations.

For years, surveillance giant Flock Safety has maintained that its technology is designed to capture license plates and not to track individuals. However, a technical reconstruction by WIRED has revealed a much more invasive reality. The company has developed a next-generation AI tool, OS Investigate, that goes far beyond simple plate recognition.

Operating across a network of cameras in over 6,000 communities, this AI-driven system can identify drivers and track vehicles based solely on their movement patterns. It can effectively identify potential witnesses or even map out a driver's 'associates' by analyzing the vehicles they pass consistently.

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Why This Matters

BozokMedia analysis shows that this shift represents a fundamental change in policing: moving from reactive investigation (looking for a specific car) to proactive suspicion (monitoring patterns of life). By connecting plate scans to 911 dispatch logs, arrest records, and commercial identity databases, the software can instantly turn a vehicle scan into a full dossier including names, home addresses, and social security numbers.

This tool effectively automates suspicion, allowing police to cast a wide net over innocent citizens based on where they shop or drive.

The software features 69 pre-written prompts that allow officers to conduct complex searches with minimal input. One such prompt can instruct the AI to find all vehicles seen in a specific neighborhood during a specific timeframe, which the system then converts into a list of names and addresses. Another can target individuals with multiple arrests and map their residential locations and service calls.

Perhaps most controversial is the 'pattern hunting' capability. The AI can be tasked to find vehicles that visit multiple banks in a week, or those that frequent gas stations between midnight and 5 AM. While it filters out commercial vehicles like buses and semi-trucks, the net remains wide enough to capture the everyday movements of ordinary citizens.

Did You Know?: The system is designed to perform a 'workup'—a one-command background check that pulls phone numbers, relatives, and online accounts.

Frequently Asked Questions

1. How is OS Investigate different from standard license plate readers?
Standard readers look for specific plates; OS Investigate looks for behavioral patterns and can identify people without a plate being present.

2. Does Flock Safety acknowledge these capabilities?
While they characterize it as a tool to help investigators use data they already have, they have not disputed the specific capabilities uncovered by investigators.