Flock Exposed - Innocent People Drawn In
Documented Cases of Ordinary, Innocent People Wrongly Accused or Swept Up Because of Flock Camera Data
Compiled September 16, 2026, updated September 17, 2026 - all items sourced to published reporting, official findings, and the Institute for Justice's database of ALPR abuse. Scope: this page covers cases where the technology itself, or an officer's over-reliance on it, wrongly implicated someone who had done nothing wrong.
The Institute for Justice
The Institute for Justice, a national civil liberties law firm, reviewed media reports and court records and found at least twenty-six to twenty-seven documented cases since 2018 - the large majority since 2023 - of innocent motorists pulled over, detained at gunpoint, or jailed because of automated license plate reader errors. IJ found that in nearly two-thirds of those cases, officers did not realize their mistake until after they had already drawn and pointed their guns at innocent people. As IJ attorney Michael Soyfer put it: "No one should have to prove their innocence on the side of the road because a camera couldn't tell a zero from an O."
Source: Institute for Justice, "Dozens of Innocent Motorists Have Been Pulled Over, Detained at Gunpoint, or Jailed Due to AI License Plate Camera Errors," 2026; Institute for Justice, "The IJ Database of ALPR Abuse"
Colorado - a $25 package theft accusation built entirely on a camera match that was wrong
A Columbine Valley, Colorado police officer, Sergeant Jamie Milliman, showed up at Denver resident Chrisanna Elser's door and accused her of stealing a twenty-five dollar (25 dollar) package from a porch in the neighboring town of Bow Mar, telling her he had Flock camera footage and doorbell video showing her committing the theft. He initially refused to show her that footage, telling her she would have to wait for a December court date to see it. Elser gathered her own vehicle's camera footage and location evidence showing she was elsewhere, and the case was ultimately dropped. A later review acknowledged the identification was made with, in the department's own words, less than full certainty, and the officer involved was found to face unspecified disciplinary action over how the accusation was handled.
Source: Colorado Sun, "After police used Flock cameras to accuse a Denver woman of theft, she had to prove her own innocence" and "Officer who used Flock cameras to falsely accuse Denver woman of theft will face unspecified disciplinary action"; CBS Colorado, "Flock cameras lead Colorado police to wrong suspect: 'It became my job to prove my innocence'"; Denverite, "Police used Flock cameras to accuse a Denver woman of package theft. She had her own evidence" and "Officer faces discipline after using Flock cameras to falsely accuse Denver woman of package theft"; NewsNation, "Woman had to prove innocence after technology wrongly tied her to package theft"
Wisconsin - wrong person, wrong car, held at gunpoint over a homicide that had nothing to do with them
In Waukesha County, Wisconsin, Brookfield Police Department officers received a severe alert from their Flock camera network on Interstate 94, indicating a passing vehicle was directly connected to an active Milwaukee homicide investigation. Officers surrounded the driver with weapons drawn. The alert was simply wrong - wrong person, wrong car. Reporting on the case noted this was not a freak glitch but part of a documented, accelerating pattern since 2022, and cited a University of Michigan policy memo referencing a randomized trial in Vallejo, California, where thirty-seven percent (37 percent) of stationary-reader hits were misreads - more than one in three.
Source: FOX6 News Milwaukee, as reported in "Wrong Person, Wrong Car: Innocent Driver Held at Gunpoint Over a Flock Camera Error," Yahoo News/MotorBiscuit, 2026
Sherwood, Arkansas - a single misread letter, a couple at gunpoint, and a six-week-old baby left alone in the back seat
In February 2026, a Flock camera in Sherwood, Arkansas misread a single character on the license plate of a couple's SUV in a Kohl's parking lot, causing the system to flag the vehicle as stolen. The physical plate did not match the stolen-vehicle alert at all - the camera had simply misread the characters. Officers detained the innocent couple at gunpoint while their six-week-old baby sat alone in a car seat in the back of the vehicle. The officer later returned to the driver and admitted the mistake.
Source: Institute for Justice, "Dozens of Innocent Motorists..."; wegotthiscovered.com, "Arkansas Flock camera got one letter wrong. Police then pulled an innocent couple from their SUV at gunpoint with a baby inside," 2026; Yahoo News, "Flock Camera Misread a License Plate and an Innocent Arkansas Couple Ended Up at Gunpoint"
Colorado - a Montana motorcycle plate, a Colorado SUV, and two young girls handcuffed for eight minutes
An ALPR alert told Colorado police that driver Gilliam's license plate number matched a stolen vehicle. It didn't - Gilliam was driving an SUV with Colorado plates, while the actual stolen vehicle was a motorcycle registered in Montana; the system had simply matched on the plate number without accounting for the state or vehicle type. Officers held their guns drawn for more than three minutes, and the girls in the vehicle were not freed from handcuffs for more than eight minutes.
Source: KTAL News, "Public safety vs privacy concerns: the debate grows over Flock cameras," 2026
Toledo, Ohio - a "7" misread as a "2," a police dog attack, a lost job, and an eviction
A Flock misread of a "7" as a "2" led to a gunpoint stop of an innocent driver in Toledo, Ohio, during which a police dog was released and attacked him. The driver was injured, subsequently lost his job, and was later evicted from his home. He ultimately settled a lawsuit against the department.
Source: Shasta Unfiltered, "Flock Cameras Keep Getting It Wrong: False Hits, Gunpoint Stops, and a Woman Jailed for a Hit-and-Run She Didn't Commit," 2026
San Diego, California (2025) - the wrong red Alfa Romeo, five miles from the crime, one man jailed nearly a month
Officers searching for a red Alfa Romeo linked to an attempted carjacking relied on Flock's "vehicle signature" matching feature, which flags vehicles by make, model, and color rather than an exact plate read. The system flagged a different red Alfa Romeo five miles away. The occupants were arrested; one man spent nearly a month in jail before the error was sorted out.
Source: Shasta Unfiltered, "Flock Cameras Keep Getting It Wrong," 2026
Plymouth, Minnesota - an automotive journalist in a loaner car, boxed in by police
Automotive journalist Joel Feder, driving a loaner Range Rover fitted with manufacturer plates, was boxed in by multiple Plymouth, Minnesota police vehicles after a Flock system flagged the manufacturer plate. Feder later wrote publicly about how a chain of small errors - human and machine - escalated into police surrounding him with no actual wrongdoing involved.
Source: Shasta Unfiltered, "Flock Cameras Keep Getting It Wrong," 2026; The Drive, "Flock Says Its Cameras Worked 'Correctly' When Police Tracked and Ambushed Me for No Reason," 2026
Colorado - a twelve-year-old girl handcuffed after a "2" was misread as a "7"
A twelve-year-old girl was handcuffed after an ALPR camera misread the last digit of a license plate on a vehicle driven by her older sister, interpreting a "2" as a "7." The family has filed a lawsuit against the city over the incident.
Source: Consumer Rights Wiki, "Common Questions, Arguments, & Responses when discussing Flock Surveillance," citing court filings
Tinted license plate cover misread leads to gunpoint detention
An innocent motorist was detained at gunpoint after a Flock ALPR misread a character on his license plate, wrongly flagging the car as stolen. The sheriff's office involved claimed the misread was caused by a tinted license plate cover obscuring the characters.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"
Incorrect data entry leads to an innocent woman's arrest
An ALPR hit led to an innocent woman's arrest after officers entered incorrect information into the license plate reader system themselves - a human data-entry error compounding the automated alert.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"
Recovered rental car never cleared from the hotlist - two women detained
Officers failed to remove a recovered rental vehicle from an active "hotlist" of flagged plates after it had already been recovered. Two innocent women were detained after driving past a license plate camera in the same vehicle.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"
Dirt-obscured plate misread leads to gunpoint detention
An ALPR misread a license plate that was partially obscured by ordinary road dirt, and officers detained the driver at gunpoint as a result.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"
A misread minivan plate - a woman and four children held at gunpoint
After an ALPR misread the license plate on a family minivan, officers detained the woman driving it and all four of her children at gunpoint.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"
Uncleared stolen-rental hotlist entry - a driver and his brother detained at gunpoint
Officers failed to update a hotlist after a stolen rental vehicle had already been recovered. A Vigilant-brand ALPR (a Flock competitor, illustrating this is not a single-vendor problem) later flagged the same vehicle, and the driver and his brother were detained at gunpoint.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"
Roseville, California - a 71 percent misread rate on felony-level alerts
A department analysis found that Flock sent 1,427 alerts to Roseville police over two years flagging cars as stolen or connected to a felony. Investigators found that in 71 percent of those alerts, the camera's software had simply read the license plate incorrectly - specific documented confusions included a 9 read as an 8, a 3 read as a 2, and a 1 read as a 4.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"; Red Banyan, "Flock's 71% Problem: What the Accuracy Numbers Really Mean," 2026
Colorado - a driver repeatedly pulled over because of a mistaken hotlist entry
A Colorado driver was stopped by police on multiple separate occasions after officers mistakenly placed her license plate number on a Flock hotlist and never corrected the error.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"; WorldNetDaily, "'Enduring indignity': Study finds license plate reader failures cause major headaches for drivers," 2026
An innocent father detained because the system linked his car to his son's
After the Flock system incorrectly linked a criminal suspect's vehicle to that of his innocent father, officers detained the father - the wrong man entirely - based on the faulty association.
Source: Institute for Justice, "The IJ Database of ALPR Abuse"
Florida - thirteen days in jail for a crash she had nothing to do with
After a deadly multi-vehicle crash on Interstate 4 in October 2025, a Flock camera spotted a Dodge Durango nearby around the time of the crash. Police arrested twenty-three-year-old Lindsey Isaacs, the owner of a similar Durango, claiming her vehicle had damage matching the fatal crash. She spent thirteen days in jail before the charges were dropped. Isaacs has since filed a federal lawsuit against the Florida Highway Patrol and the troopers involved.
Source: Reason, "Florida woman spent 7 months in legal hell after cops used Flock to ID the wrong car," 2026; Yahoo News, "Florida woman spent 13 days in jail after Flock camera alert pointed police to wrong vehicle"; RideApart, "A Motorcyclist Died And Two Others Were Killed. A False Flock ID Helped Police Arrest The Wrong Person"
A mother and her children held at gunpoint over a car wrongly flagged as stolen
The ACLU has publicized a case in which a mother and her children were held at gunpoint after ALPR cameras wrongly flagged their car as stolen - one of the cases the organization cites in calling for warrant requirements before ALPR data is used to justify a stop.
Source: ACLU, "Get The Flock Out" campaign page
New Jersey plate, missing digits, and an "ambush" over a plate lost during a photo shoot
A New Jersey manufacturer license plate had been reported stolen in California - in reality, it had simply been lost by Land Rover during a photo shoot. The "stolen" plate was entered into the National Crime Information Center database missing its middle two digits, which are physically smaller on the plate than the surrounding characters. Flock's system read only the larger characters, ignored the smaller middle digits, and alerted police to a match on a completely different, innocent vehicle carrying a similar-looking plate. When officers received the alert and even saw Flock's own photo clearly showing the full plate, they still did not cross-check the full sequence before converging on the driver.
Source: The Drive, "Flock Says Its Cameras Worked 'Correctly' When Police Tracked and Ambushed Me for No Reason," 2026
A woman jailed for a hit-and-run she did not commit
A woman was jailed for a hit-and-run despite the responding officers not having adequately verified basic details - the vehicle's color, exact plate characters, or matching damage - before her arrest.
Source: Shasta Unfiltered, "Flock Cameras Keep Getting It Wrong: False Hits, Gunpoint Stops, and a Woman Jailed for a Hit-and-Run She Didn't Commit," 2026
A temporary paper plate mistaken for a permanent one - a couple detained at gunpoint
A Flock camera failed to distinguish a temporary paper dealer plate from a permanent metal one, leading deputies to detain an entirely innocent couple at gunpoint.
Source: The Autowire / Yahoo News, "Case-by-Case: Every Reported Flock License Plate Camera Error to Date," 2026
A misread plate, a mother detained at gunpoint, and her autistic child placed alone in a squad car
Officers misread plate data from a Flock camera and detained an innocent woman at gunpoint. During the encounter, her autistic child was placed alone in the back of a squad car.
Source: The Autowire / Yahoo News, "Case-by-Case: Every Reported Flock License Plate Camera Error to Date," 2026
A string of thefts wrongly pinned on an innocent woman
An officer misread a set of Flock camera captures and, based on that misreading, wrongly attributed an entire string of thefts to a woman who had committed none of them.
Source: The Autowire / Yahoo News, "Case-by-Case: Every Reported Flock License Plate Camera Error to Date," 2026
A third Colorado driver, repeatedly pulled over after a hotlist mistake
Separately from the other Colorado cases above, another Colorado driver was repeatedly pulled over by police after her plate was mistakenly added to a Flock hotlist and the error was not promptly corrected.
Source: The Autowire / Yahoo News, "Case-by-Case: Every Reported Flock License Plate Camera Error to Date," 2026
Lake Wylie, South Carolina - an Iraq War veteran on his knees at gunpoint for five minutes, even though the camera had read his plate correctly thirteen times before
In February 2024, Iraq War veteran Steven Melvin pulled into his own apartment complex in Lake Wylie, South Carolina and was met by a York County sheriff's deputy with his weapon drawn and aimed directly at him, forcing Melvin to his knees for roughly five minutes. Melvin was not driving a stolen car; deputies confirmed this, released him, and issued only a verbal warning for a tinted license plate cover. An internal affairs review attributed the false hit to that tinted cover - but internal records cited in Melvin's federal civil rights lawsuit show Flock cameras had correctly read the same plate thirteen separate times before the stop in question, undercutting the department's own explanation for the error. The sheriff is now seeking to have Melvin's lawsuit dismissed.
Source: NewsBreak/Gadget Review, "A False Flock Hit Put a Man on His Knees at Gunpoint for Five Minutes: Sheriff Seeks to Dismiss Lawsuit," 2026
Reidsville, North Carolina - a fast-food receipt was the only thing that saved him from a false Flock accusation
Reidsville, North Carolina resident Amadeus Purcell says police officers, citing a Flock camera capture, falsely accused him of reckless driving. Purcell was able to prove his innocence only because he happened to have a Wendy's receipt in his car showing he was somewhere else entirely at the time of the alleged offense - without it, he says, he would have had no way to disprove the camera's account of events.
Source: Institute for Justice, "Dozens of Innocent Motorists Have Been Pulled Over, Detained at Gunpoint, or Jailed Due to AI License Plate Camera Errors," 2026
Wichita, Kansas - a lawsuit says a minivan was wrongly flagged as a stolen pickup truck, and the numbers behind the system suggest this is common, not rare
A Kansas Justice Institute lawsuit, Grimmett v. Wichita, alleges that one innocent Kansas couple has been pulled over multiple times - once at gunpoint - because Wichita's Flock system wrongly flagged their minivan as a stolen pickup truck, a mismatch not just of plate characters but of the vehicle type itself. The lawsuit cites Wichita's own numbers to argue the problem is systemic rather than a rare fluke: over a single one-month period, the city's ALPR network conducted 904,603 license plate searches, and at an estimated 80 to 85 percent accuracy rate for the underlying technology, the suit calculates that somewhere between 135,690 and 180,920 of those searches may have misidentified a vehicle. The suit argues Wichita's warrantless ALPR program violates the Kansas Constitution's privacy protections.
Source: Reason, "Kansas Lawsuit: ALPRs Turn a License Plate Into the 'Functional Equivalent' of a 'GPS Tracking Device,'" 2026
North Myrtle Beach, South Carolina - an innocent teenager detained at gunpoint over a misidentified vehicle
In May 2024, North Myrtle Beach, South Carolina officers misidentified a vehicle based on an automated license plate reader alert and detained an innocent teenager at gunpoint as a result.
Source: Institute for Justice, "Dozens of Innocent Motorists Have Been Pulled Over, Detained at Gunpoint, or Jailed Due to AI License Plate Camera Errors," 2026
Jackson Township, Ohio - an uncleared hotlist entry leads to a driver being pulled over and detained
In March 2023, Jackson Township, Ohio officers failed to remove a license plate from an active hotlist after it should have been cleared, and pulled over and detained an innocent driver as a result.
Source: Institute for Justice, "Dozens of Innocent Motorists Have Been Pulled Over, Detained at Gunpoint, or Jailed Due to AI License Plate Camera Errors," 2026
Nationwide pattern documented by Business Insider and an LAPD audit
Independent of the IJ database, Business Insider spent a year reviewing police records and lawsuits nationwide and documented roughly a dozen further instances of Flock plate misreads leading to wrongful stops, describing a consistent pattern: a plate is misread, the system flags the wrong car as stolen or wanted, an officer treats the automated ping as fact, and an innocent person is pulled from their vehicle at gunpoint, jailed, or worse. Separately, an LAPD Inspector General audit found that about one in three Flock hotlist alerts reviewed were inaccurate, a finding that contributed to Los Angeles allowing its Flock contract to expire in July 2026. Flock's own marketing states its cameras accurately capture ninety-three percent (93 percent) of the roughly twenty billion (20 billion) license plates its readers scan each month - meaning even by the company's own figures, millions of reads every month are wrong.
Source: AI Weekly, "Flock plate reader misreads keep flagging innocent drivers," citing Business Insider's ongoing review; Institute for Justice, "Dozens of Innocent Motorists..."
Why this matters
None of the cases above involved an officer secretly abusing the system for a personal grudge - every one involved an officer, or an entire department, treating an automated camera match as good enough evidence on its own to draw a weapon, make an arrest, or hold someone in jail, without independently confirming it first. The burden fell on innocent people - including children, a six-week-old infant, a decorated veteran, and an autistic child - to prove their own innocence against a system their town had already paid to install. An error rate that looks small in a press release, or reads as a single-digit percentage in a company's marketing material, is a specific, named person's life when it lands on them. And as the Institute for Justice found, in most of these cases the guns were already drawn before anyone realized the mistake.
This page will be updated as more documented cases of innocent people being wrongly implicated are verified.