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SOURCE-LINKED SIGNAL / DISCUSSION / SAFETY & EVALS

Police Are Pulling People over Because AI Deems Their Driving "Suspicious"

An ACLU commentary by Jay Stanley describes police increasingly stopping drivers because AI systems analyzing automated license plate reader data flag their travel patterns as suspicious. It recounts a September 2025 stop of Grace Knowles, who said an officer showed her a map of her plate sightings and claimed FBI affiliation. The piece links this to Flock's AI capabilities, a Border Patrol program reported by the AP, and a Texas jury verdict in a pretextual stop case, and argues for banning such surveillance.

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What the source says

An ACLU commentary by Jay Stanley describes police increasingly stopping drivers because AI systems analyzing automated license plate reader data flag their travel patterns as suspicious. It recounts a September 2025 stop of Grace Knowles, who said an officer showed her a map of her plate sightings and claimed FBI affiliation. The piece links this to Flock's AI capabilities, a Border Patrol program reported by the AP, and a Texas jury verdict in a pretextual stop case, and argues for banning such surveillance.

Key findings from the stored brief

  • Knowles said an officer stopped her for an invented lane infraction and showed her a heat map of her license plate sightings.
  • Flock marketed AI tools in July 2025 that flag 'suspicious' travel patterns and track vehicles frequently seen together.
  • The AP reported in November 2025 that Border Patrol monitors drivers nationwide for suspicious travel patterns and works with local police on stops.
  • A Texas jury sided with a man subjected to a pretextual stop that a federal fusion center had prompted.
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