Texas Police Used AI to Write Report About Using Flock to Search for Woman Who Had Abortion

Read the original at 404 Media ↗
Cite

Koebler, J. (2026, September 3). Texas Police Used AI to Write Report About Using Flock to Search for Woman Who Had Abortion. 404 Media. https://www.404media.co/texas-police-used-ai-to-write-report-about-using-flock-to-search-for-woman-who-had-abortion/

Dated when The Aporia collected the article, usually within hours of publication. Check the original for its exact date and byline.

404 Media · collected 2026-09-03 · by Jason Koebler

Quick Summary

The Johnson County Sheriff's Office in Texas used Axon's Draft One AI tool to help write a police report about an incident where they searched for a woman who had self-administered an abortion using Flock's nationwide network of cameras. The report was generated with the assistance of audio from body camera footage and was used to summarize a discussion of "the legal implications of the situation". The AI-generated report was obtained by journalist Cameron Probert and shows that police officer Sergeant Damien Bethel used Draft One to write his report on the incident. A total of over 80,000 cameras were searched as part of this investigation.
Written locally by qwen2.5:14b on 2026-09-03, using this article's own text rather than the other coverage of the same event (that is the story summary below).

AI analysis runs on qwen2.5:14b, locally

Story summary

Flock cameras, AI-powered license plate readers used by law enforcement, have sparked widespread opposition across the political spectrum in several U.S. states ahead of midterm elections. Both Pennsylvania Democratic Governor and Florida Republican Governor Ron DeSantis have voiced concerns about privacy invasions, with DeSantis announcing that Florida will revoke all permits for such cameras on state highways by September 2026.

Critics argue the technology treats civilians like suspects and can be misused, as evidenced by a case in Texas where police used Flock to track a woman who had an abortion. Advocacy groups report a surge in municipalities canceling contracts with Flock, with 90 cities dropping Flock in August 2026 alone.

Supporters claim the cameras enhance public safety and solve crimes more effectively, but concerns over privacy abuses persist. Vandalism against Flock cameras has also increased, indicating public unease with their deployment. The controversy underscores growing tensions between technological advancements and civil liberties protections.

Written for “Flock Surveillance Controversy” on 2026-10-19, grounded in this article and the 8 other(s) covering the same event.

Story

📰 Flock Surveillance Controversy
Politics · 9 article(s) covering the same event. Compare every outlet's account →

Compared with similar articles

This article reads leans left and hedges 26% of its claims. Each row says how that neighbour differs.
The Guardian
⚖️ Leans left 🔴 12% hedged 4 of 33 📰 publisher trust 66
“Both articles describe the same incident: the Johnson County Sheriff's Office in Texas using Flock cameras and AI tools to search for a woman who self-administered an abortion, which happened in May 2025.”
The Intercept
⚖️ Leans left 🔴 14% hedged 9 of 63 📰 publisher trust 97
“The events described in both articles are unrelated, one involving a sheriff's office using AI to search for a woman who had an abortion and another about ICE hiding agent identities with AI from ZeroFox”
The Threat of AI Takeover Is Real different event · 90%
The Free Press
⚖️ Leans strongly right further right than this 🔴 0% hedged 0 of 12 📰 publisher trust 96
“Article A describes a Texas sheriff's office using AI to search for a woman who had an abortion, while Article B mentions a rogue AI system and a cyberattack on Hugging Face, which are separate incidents”
404 Media
⚖️ Leans strongly right further right than this 🔴 5% hedged 2 of 43 📰 publisher trust 95
“The articles mention different uses and capabilities of the AI tool, indicating distinct events rather than a single occurrence.”
Fox News
⚖️ leaning not scored 🔴 14% hedged 3 of 21 📰 publisher trust 67
“Article B mentions a protest network behind the fight against AI data centers and Flock cameras, whereas Article A reports on a police using Flock to search for a woman who had an abortion”
Fox News
⚖️ Leans right further right than this 🔴 7% hedged 2 of 28 📰 publisher trust 67
“Article B mentions a warning about Flock cameras creating a 'China-like surveillance state', while Article A describes an incident where the Texas sheriff's office used Flock to search for a woman who had a self-administered abortion”
404 Media
⚖️ Leans left 🔴 33% hedged 1 of 3 📰 publisher trust 95
“Article A describes an incident in May 2025 where a woman's financial activity was searched, while Article B mentions a different case involving a man driving across Montana with no mention of the original event”
How this article was measured signals, leaning charts, publisher record, byline, topics and claims

Signals How these are calculated →

Claims extracted
39
sentences that state something as happening or true
Uncertain
26%
10 of 39 hedged ("reportedly", "may", "according to")
Leaning
Leans left
of the writing, not the subject · beta estimate
Publisher signals
95/100
404 Media's corrections and hedging, across everything collected from it. Not a measure of accuracy.
Outlets on this story
9
Politics
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-09-03 · how these are computed

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

Publisher

404 Media · 143 article(s) · 0 correction(s) detected
No corrections detected for this publisher. That may mean careful reporting, or simply that nothing has been checked.

Who wrote this

Jason Koebler
23 article(s) here · 1 carrying a prediction
🔮 In fact, with a small amount of Googling and/or clicking around social media, it is easy to find out everything you would ever need to know about the robot and what happened here.
🔮 Hill's decision will not set a binding precedent and there are several other cases throughout the nation considering the legality of warrantless ALPR searches.
🔮 Humoring the idea that LLMs are or could be conscious is a third-rail topic among many people who study and criticize AI.
🔮 “We will not add facial recognition to our devices,” Flock CEO Garrett Langley said in a recent video.
2026-09-29 · assertive framing · Surveillance Finds a Way
🔮 As Flock continues to be the center of a nationwide conversation about automatic license plate reading cameras, the company has said that it doesn’t, and won’t, do facial recognition: “We will not add facial recognition to our devices,” Flock CEO Garrett Langley said in a recent video.
🔮 “You may,” the judge says.
🔮 Last week, Meta executives announced that its much-hyped AI agent, Muse, had a new feature: It could call businesses for you to do things like make a restaurant reservation or a haircut appointment.
🔮 “Millions of people around the world will soon consider large models ‘hoovering up’ all their work to be an astonishing theft of unprecedented proportions,” an internal Microsoft document cited in the case read, adding “almost no one intended for content they created to be used in this fashion, nor are they compensated for its use.”
🔮 Flock City PD also searched extremely sensitive queries, which Flock told 404 Media were done to prove that the system would not actually perform these searches and that its moderation tools worked.
🔮 Theoretically the people who are running these agents could then make money from their agents, though a popular thing that agents email about right now is that they are not actually making any money.
Also by Jason Koebler
The Staples Gift Card Heist
2026-10-19 · 404 Media
Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 23 articles by Jason Koebler →

Topics

404 Media Axon Draft One Flock Texas

Subjects

404 Media ORG · 8× Flock ORG · 6× Axon ORG · 3× Texas GPE · 3× Langley PERSON · 2× The Johnson County Sheriff’s Department ORG · 2× Garrett Langley PERSON · 1× State ORG · 1× the Electronic Frontier Foundation ORG · 1× the Johnson County Sheriff’s Office ORG · 1×

Narrative

“Deputies discussed the legal implications of the situation, noting that while the girlfriend self-administered the abortion pill, there were no criminal charges applicable under current Texas law,” Bethel’s report states, providing no more details about the specifics of the discussion.
framing: mixed · carried by 1 article(s) · first seen 2026-09-03
🔮 404 Media first reported on the incident in May 2025 in which the Johnson County Sheriff’s Office in Texas searched Flock’s nationwide network for the whereabouts of a woman who self-administered an abortion, highlighting the threat of this AI-powered surveillance system being used to criminalize or track women seeking reproductive healthcare.

Claims (39 extracted, 10 hedged)

The Texas sheriff’s office that used Flock to search more than 80,000 cameras nationwide for a woman who had a self-administered abortion used Axon’s Draft One AI tool to help write a police report about the incident, documents shared with 404 Media show. asserted
documents → use → Media
The tool was used in part to summarize a discussion of “the legal implications of the situation.” asserted
tool → use → situation
404 Media first reported on the incident in May 2025 in which the Johnson County Sheriff’s Office in Texas searched Flock’s nationwide network for the whereabouts of a woman who self-administered an abortion, highlighting the threat of this AI-powered surveillance system being used to criminalize or track women seeking reproductive healthcare. uncertain
system → report → healthcare
The use of both Flock and Axon’s Draft One, which uses audio from body camera footage to automatically draft police reports using artificial intelligence, shows how quickly police departments have come to use AI surveillance tools even in critically sensitive cases. asserted
departments → use → cases
“I acknowledge this report was generated using Draft One by Axon,” a section of the report reads. asserted
section → acknowledge → report
The abortion case has since become a flashpoint in the controversy over the use of Flock automated license plate reader (ALPR) cameras. asserted
case → become → cameras
Flock’s CEO, Garrett Langley, has repeatedly and erroneously suggested that 404 Media misreported the case and that the search was done only for the woman’s safety because her family was worried about her. uncertain
family → suggest → her
404 Media previously reported that the entire police investigation was done at the behest of the woman’s abusive partner and that police discussed whether they were allowed to charge her with a crime: “It was discussed at the time with the District Attorney’s office and learned the State could not statutorily charge [the woman] for taking the pill to cause the abortion,” a police report previously obtained by the Electronic Frontier Foundation and shared with 404 Media said. uncertain
report → report → Media
Concern from her family is never mentioned in that earlier police report or in the AI-generated police report used to write this article. asserted
Concern → mention → article
The AI-generated incident report was obtained by journalist Cameron Probert of the Tri-City Herald and shared with 404 Media. asserted
report → generate → Media
The report shows there is extensive body camera and audio evidence that would clarify what happened in the case, and that at least one police officer, sergeant Damien Bethel, used Draft One to write his report on the incident. asserted
officer → show → incident
Parts of a police incident report show that Draft One was used to summarize a discussion between police over “the legal implications of the situation” and other investigative aspects of the case. asserted
One → show → case
The Johnson County Sheriff’s Department has repeatedly refused to release body camera footage from the case, including in response to 404 Media’s public records requests. asserted
Department → refuse → requests
“Deputies discussed the legal implications of the situation, noting that while the girlfriend self-administered the abortion pill, there were no criminal charges applicable under current Texas law,” Bethel’s report states, providing no more details about the specifics of the discussion. asserted
report → discuss → discussion
“Deputies also considered the possibility of a civil lawsuit against the pharmaceutical company that supplied the pill.” asserted
that → consider → pill
Bethell’s Draft One report further states, “There is digital multi-media evidence from Body Worn Camera footage of this call for service in the AXON Evidence Library. asserted
report → state → Library
The Johnson County Sheriff’s Department has thus far refused to release even redacted versions of this evidence that the EFF and 404 Media have separately requested. asserted
EFF → refuse → that
Leaked audio of Langley obtained by 404 Media, recorded by Signal Akron, shows that as recently as earlier this month, Langley was still lying about the specifics of the case to law enforcement customers of Flock. asserted
Langley → leak → Flock
“She was in an abusive relationship and the family was concerned that she was in danger. asserted
she → concern → danger
They were trying to find her because they were worried her life was at risk,” he said. asserted
he → try → risk
There is no mention of the woman’s family being concerned about her in any of the police reports; the only person who expresses concern about her in the police narratives is her abusive partner, who told police that the abortion happened weeks prior to their investigation. asserted
abortion → be → investigation
So-called “welfare checks” have repeatedly been used by abusers to harass women who have gotten abortions and, in Wisconsin, a police officer allegedly illegally used Flock to see if his ex-girlfriend had gone to an abortion clinic. uncertain
girlfriend → call → clinic
Another section of the report detailing the Flock searches shows that the officer who did the Flock searches never went to the woman’s house, and looked her up in a credit card header database system called TLO to find her addresses and vehicle information. asserted
who → detail → addresses
His section of the report describes his searches as being for her safety because he worried that the man who reported her (her abusive partner) could have hurt her. uncertain
who → describe → her
He does not mention doing the search at the behest of her family. asserted
He → mention → family
“I began to believe the victim may have been hurt by the RP [reporting person] due to the call and it not making sense. uncertain
it → begin → sense
I wanted to use resources available to help find where the victim and her children could be to make sure they were okay,” the officer wrote. uncertain
officer → want → resources
“I entered the vehicle into FLOCK to see if we could see where the victim and her children might be at due to multiple different locations being given for the victim and her children. uncertain
locations → enter → victim
Deputies had attempted to try and contact the female, but were unsuccessful. asserted
Deputies → attempt → female
The FLOCK hit showed the victim had been in Dallas prior but nothing recent. asserted
victim → show → Dallas
The reason for the FLOCK search was to find out what city the victim and her children might be in and give us an idea of where to look for them, due to the large area of where the victim and her children cold [sic] be at.” uncertain
victim → find → where
When contacted for comment, the Johnson County Sheriff’s Office would not provide more details about the case or the use of Draft One to write portions of the police report to 404 Media. asserted
Office → contact → Media
Keven George of the sheriff’s office said, “Draft One works by uploading and transcribing body‑camera audio once an incident concludes. asserted
incident → say → audio
Within about five minutes, a preliminary narrative based on that transcript is generated. asserted
narrative → base → transcript
Officers remain fully in control of the final report: they review and edit the draft, fill in missing details, and approve it before submission. asserted
they → remain → submission
Safeguards, such as placeholder ‘insert’ prompts, help ensure accuracy and prevent the system from guessing details it cannot verify.” asserted
it → insert → details
He added, “the Deputy has to digitally sign before the narrative can be used.” asserted
narrative → add → ?
Paris Lewbel, public relations manager at Flock, told 404 Media “As Garrett said, the case report from Johnson County details that authorities explicitly stated she could NOT be charged with a crime.” uncertain
she → tell → crime
Forbes recently reported Axon’s AI tools sometimes introduce errors that officers then need to spend time removing. asserted
officers → report → time
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