2 Aug 2020United StatesUnidentified license plate reader
On 2 August 2020 Aurora police officers stopped an SUV they believed to be stolen, ordered the woman driving it and four children to lie on the ground at gunpoint, and handcuffed two of the children. The Denver Post reported that a license plate reader at an Aurora intersection had alerted police because the SUV had the same plate number as a stolen motorcycle from Montana, and that officers did not check the reading or the vehicle description. Prosecutors declined to charge the officers in January 2021 and called what happened unacceptable and preventable. The department said all officers were repeating training on license plate scanners. Sentinel Colorado reported that the department's system had flagged the SUV, which carried Colorado plates, and that the City of Aurora agreed in February 2024 to a $1.9 million settlement with the woman and the children to resolve a lawsuit over the officers' actions. One officer was suspended for 160 hours. The woman said the stop destroyed her mentally and that one of the children became withdrawn.
Contextual tracker case Medium reported severity Involving minors Lawsuit Settled
AI involvement reported · Causal attribution supported · 2 sources · Added 05/10/2026
16 Apr 2021United StatesFlock Safety license plate readers (reported)
At about 5:30 a.m. on 16 April 2021, according to a lawsuit reported by The Almanac, an automated license-plate reader in Atherton, California, misread the dirt-obscured plate of a driver's car, reading its letter H as M, and matched it to a reported stolen vehicle. Atherton police followed the car for several minutes without visually verifying the plate, then made a high-risk felony stop, ordering him at gunpoint to throw his keys out of the window, get out and lie on his stomach to be handcuffed. He sued three officers in 2022 for unreasonable seizure and excessive force; the officers denied the allegations and the injuries he claimed, and the case was settled on 16 March 2023 for $45,000. Business Insider, citing police records, reported in March 2026 that the misread came from a Flock camera and that officers noted the Flock cameras had misread the plate; an Atherton police commander said the plate was obstructed by dirt and that the town denies wrongdoing.
Contextual tracker case Medium reported severity Lawsuit Settled
AI involvement supported · Causal attribution supported · 2 sources · Added 04/10/2026
11 Apr 2024United StatesFlock Safety license plate readers
On 11 April 2024 Toledo police officers stopped a pickup truck after a Flock license-plate camera alerted them to a stolen plate. According to the police report and body-camera footage reported by 13abc and ABC News, the camera had misread the plate, which was not stolen. Officers drew their guns, ordered the driver out and to the ground, and a K-9 handler released a police dog as he began to kneel. The driver told ABC News he was bitten seven times on his forearm and elbow, was traumatized and could not work; he was arrested and charged with obstruction, resisting arrest and, later, failure to comply. Prosecutors dropped all charges in August 2024. The department found the dog deployment within policy and reprimanded the officer who made the stop for failing to visually verify the plate against the reader's information. Business Insider reported in March 2026 that police records show the camera read a 7 on the plate as a 2, that the man lost feeling in his fingers, gave up his lawn-care business and forklift work, sold his truck and was evicted, and that he had sued the officer and the city and settled in October for $35,000.
Contextual tracker case High reported severity Lawsuit Settled
AI involvement supported · Causal attribution supported · 5 sources, 3 underlying accounts · Added 04/10/2026
14 Feb 2024United StatesFlock Safety license plate readers
According to a lawsuit filed on 29 June 2026 and reported by The Herald (Rock Hill), a York County sheriff's deputy stopped Steven Melvin, 42, on 14 February 2024 as he pulled into his apartment complex near Lake Wylie, after receiving a Flock license-plate-reader alert that a stolen dark-coloured BMW sedan was in the area. The deputy approached Melvin's black BMW with his gun drawn and aimed at him and made him kneel with his hands over his head for more than five minutes; after calling for backup and checking his information, the deputy determined the car was not stolen. The camera had read the first letter of his South Carolina tag incorrectly, matching a stolen BMW one letter off. A sheriff's internal-affairs review in November 2024 found the deputy's actions reasonable and blamed an illegally tinted plate cover, for which Melvin received a verbal warning; an email cited in the filing says the cameras had read his plate correctly 13 times that month. Melvin says the stop caused him trauma and emotional distress. The sheriff's office removed the case to federal court in August 2026 and denies violating his rights.
Contextual tracker case Medium reported severity Lawsuit Filed
AI involvement reported · Causal attribution supported · 4 sources, 2 underlying accounts · Added 28/09/2026
14 Jul 2025 to 24 Dec 2025United StatesClearview AI facial recognition (reported)
On 14 July 2025, U.S. Marshals arrested Angela Lipps, a 50-year-old Tennessee grandmother, at gunpoint at her home while she was babysitting four children, on a nationwide-extradition North Dakota warrant: West Fargo police's AI facial-recognition technology had tied her to bank-fraud surveillance of a woman using a fake U.S. Army military ID to withdraw tens of thousands of dollars. She fought extradition for about three months in a Tennessee jail, was booked into Cass County, North Dakota on 30 October 2025 on four counts of unauthorized use of personal identifying information and four counts of theft, and was released on 24 December after her bank records showed her more than 1,200 miles away in Tennessee; charges were dismissed without prejudice. Fargo's police chief acknowledged 'incorrect assumptions' linked to the AI identification; an email obtained by KVLY shows six Fargo detectives were notified of her arrest in July, nearly five months before the department says it knew she was in custody. She lost her home, her car and her dog; her attorneys are pursuing potential civil-rights claims, with no lawsuit filed as of 31 March 2026. On 15 September 2026 she filed a $10 million federal civil-rights suit in the District of North Dakota against the City of Fargo and the detective, alleging he relied on a flawed facial-recognition match and ignored exculpatory evidence.
Contextual tracker case High reported severity Lawsuit Filed
AI involvement supported · Causal attribution supported · 5 sources, 3 underlying accounts · Added 15/09/2026