Rules Of The Road: What Flock’s 71% Misread Rate Teaches Us About Third-Party AI Risk
71% misread rate. Flock Safety's AI license plate readers flagged innocent vehicles as stolen in Roseville—exposing how 'AI-powered' can mean 'dangerously unreliable' when deployed at scale.

Why it matters
A real-world AI system failure with serious consequences (wrongful vehicle seizures, police resource waste) shows practitioners and enterprises the gap between vendor claims and production reliability—and reveals organizational risk when third-party AI systems aren't properly validated before deployment.
The key facts
5 to knowFlock Safety AI license plate readers misread 71% of alerts to Roseville police over two years
Vehicles incorrectly flagged as stolen or linked to felonies
Deployed at scale by police departments without adequate verification
Business Insider investigation (primary evidence)
Highlights third-party AI risk and validation gaps in enterprise/government deployment
Go to the source
Forrester Blogforrester.com
Publisher excerpt: Roseville, California just provided a case study in what happens when organizations confuse “AI-powered” with “AI-verified.” A Business Insider investigation found that Flock Safety’s AI license plate readers misread plates in 71% of the alerts sent to Roseville police over two years, incorrectly…