A camera misread a “7” as a “2.”
Police responded with guns drawn and a K-9.

In this case, an automated license-plate reader flagged a stolen vehicle. Officers conducted a felony stop, and the driver was bitten by a police dog and jailed. Charges were later dropped once the plate was verified as correct.

I’m not claiming automated license-plate readers are useless.

I’m claiming something narrower: when automated alerts are treated as triggers instead of investigative leads, small recognition errors can escalate into force.

Here’s the mechanism.

When millions of license plates are scanned automatically and alerts arrive in real time, the operational rule becomes intercept first, verify later.

Three predictable outcomes follow:

• Character misreads become stolen-vehicle alerts
• Alerts trigger felony-stop protocols
• Verification happens after escalation

No intent required. This is structural.

Detection systems scale quickly.
Verification rarely scales with them.

If alerts trigger stops, misreads trigger force.