This is a research prototype. The data and analyses are preliminary and not yet validated — we'd welcome your .
Law enforcement officers in Texas abused the Flock Safety license plate surveillance database to stalk and track romantic interests and family members for personal reasons.
From January 2022 through December 2025, a Fort Bend County Sheriff's Office lieutenant in Texas reportedly used Flock Safety's license-plate reader system to search two vehicle plates 189 times and admitted the searches were unrelated to official law-enforcement work. A resident alleged stalking and feared for their family's safety. Internal affairs found department-order violations and imposed a two-day suspension.
Domain classification, causal taxonomy, severity scores, and national security assessments were LLM-classified and may contain errors.
Using AI systems to conduct large-scale disinformation campaigns, malicious surveillance, or targeted and sophisticated automated censorship and propaganda, with the aim of manipulating political processes, public opinion, and behavior.
Also classified as
The system was used to track individuals' real-time and historical locations, compromising their personal privacy without consent or legal warrants.
The incident involves the abuse of a massive, AI-powered vehicle surveillance network by authorized actors to conduct unauthorized, highly invasive personal tracking and surveillance.
Human
Due to a decision or action made by humans
Intentional
Due to an expected outcome from pursuing a goal
Post-deployment
Occurring after the AI model has been trained and deployed
The incident was caused by human law enforcement officers intentionally abusing an active, post-deployment AI database for unauthorized personal surveillance.
Added categories peak at 2: Minor (Psychological Harm, Direct)
Law enforcement officers in Texas and nationwide abused the Flock Safety AI-powered license plate reader database to stalk romantic interests and family members. This represents a substantial violation of civil liberties and privacy rights, highlighting critical vulnerabilities in the oversight and auditing of AI-driven surveillance tools utilized by government entities.
The Flock Safety system operates as a tool that performs a specific, well-defined function (tracking license plates and identifying vehicle features) based on direct sensor inputs and database queries, without autonomous planning or agency.
High Risk: The system is a law enforcement application used for tracking and identifying vehicles and characteristics, which has significant implications for fundamental rights and public interest.
The Flock Safety system is explicitly described as an automatic license plate reader (ALPR) that uses AI to track license plates and identify unique vehicle features.
The reports provide clear, factual details from official internal affairs documents and police statements regarding the specific officers, the number of unauthorized searches, and the resulting disciplinary actions.
None
Technology
Highly Detailed AI Tracking Capabilities
AI camera network tracks vehicle make, model, color, and location over time.
Lack of Real-Time Access Restraints
System allowed officers to perform searches without upfront justification checks.
Data Inputs
30-Day Retention of Vehicle Data
Storing all vehicle movements for 30 days provides a detailed tracking history.
Human Factors
Intentional Abuse for Personal Gain
Officers used the surveillance database to stalk romantic partners or family.
Unauthorized Personal Use of Database
Officers performed hundreds of searches unrelated to official law enforcement.
Process and Methods
Insufficient Initial Search Auditing
System lacked proactive, real-time blocking of suspicious search patterns.
Inadequate Access Control Policies
Agencies failed to strictly limit and monitor access to the Flock database.
Management
Weak Disciplinary Action
Inadequate penalties, such as a two-day suspension, failed to deter abuse.
Inadequate Agency Oversight
Lack of routine internal audits allowed unauthorized tracking to go unnoticed.
Regulatory Environment
Absence of Warrant Requirements
Location surveillance via ALPRs was conducted without strict warrant oversight.
AI system involved
Identified by automated extraction; can differ from the alleged developers above.
