‘Flock City PD:’ The Fake Flock-Owned ‘Police Department’ That Searched Real Cameras for Real People

Read the original at 404 Media ↗
404 Media · collected 2026-09-17 · by Jason Koebler

Quick Summary

Flock, a surveillance technology company, created a fictitious police department called "Flock City PD" to demonstrate the capabilities of its automated license plate reader system during sales presentations. Public records show that Flock City PD conducted searches on live cameras for politically sensitive queries such as "coexist bumper sticker," "Star of David," and "don’t tread on me flag." These actions have sparked controversy over potential misuse of surveillance technology, with Flock defending its methods by stating the demonstrations were meant to highlight their system’s safeguards against inappropriate searches.
Written locally by qwen2.5:14b on 2026-09-17, 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

In April, 404 Media uncovered that surveillance technology company Flock created a fake police department called “Flock City PD” to demonstrate its systems. Audit logs revealed searches for various categories of people and vehicles in cities like Dunwoody, Georgia, including those with political bumper stickers or religious symbols, masks, and even specific racial or gender stereotypes. Flock claimed these sensitive queries were intended to prove their system’s moderation tools effectively prevent misuse but critics argue they show potential for invasive surveillance. Searches also included looking for vehicles that a "pretty girl" might drive and trucks with Trump bumper stickers among other highly specific targets. This has led to significant backlash against Flock, highlighting concerns about privacy violations and the potential misuse of such technology by law enforcement.

Written for “Fake Police Department Scam” on 2026-09-18, grounded in this article and the 0 other(s) covering the same event.
Why this leaning score
The model judged this article politically coded and scored it -0.45, but 2 quote(s) could not be found in the article and the other 1 are attributed speech rather than the article's own narration, so the score is not published.
Written under an earlier scoring contract, which gave a paragraph rather than checkable quotes. Re-analysing this article replaces it.
Leaning score withheld for article 16700: no verified evidence · logged 2026-09-17

Signals How these are calculated →

Claims extracted
37
claim-shaped sentences
Uncertain
16%
6 of 37 hedged
Leaning
withheld
no quote in the article backed the model's score
Correction & hedging signals
95.1
corrections and hedging in what we collected; not a measure of accuracy
Outlets on this story
1
Crime & Law
Narrative spread
1
articles carrying this framing
Analyzed 2026-09-17 · how these are computed

Story

📰 Fake Police Department Scam
Crime & Law · 1 article(s) covering the same event.

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

Compared with similar articles

This article reads unscored and hedges 16% of its claims. Each row says how that neighbour differs.
404 Media
⚖️ Leans strongly left 🔴 8% hedged 2 of 26 📰 publisher trust 95
“Article A describes a single cop using Flock's search engine for nonsensical reasons, while Article B discusses Flock creating a fake department called 'Flock City PD' to demonstrate system capabilities and moderation.”

Publisher

404 Media · 65 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
11 article(s) here · 1 carrying a prediction
🔮 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.
🔮 Several other police departments said they would investigate the behavior.
🔮 Opposition to Flock, the report says, is the result of “socialist organizers” being partially driven by the People’s Republic of China who found an issue that people on the right could agree with them on as a “wedge issue” they could use to “discredit the broader technologies, companies, and infrastructure underpinning America’s AI expansion.”
🔮 “It can detect if somebody’s laying on the ground so that means homeless people could be detected and police get triggered.”
🔮 Flock taught cops how they could surveil the No Kings protests and “small parades” using a mix of Flock’s technology and law enforcement’s own databases in a webinar last year.
2026-09-04 · assertive framing · Flock Taught Cops How to Surveil No Kings Protesters
🔮 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.
🔮 Moonbug’s Generative AI policy and its “Studio AI Bible,” a guide to using AI to help generate content, seen by 404 Media, explain in detail how its AI use will work.
🔮 A police department in Florida used “decoy” Flock cameras that an officer 3D-printed at home to “bait” would-be vandals.
🔮 I don’t think we’ll have much of a public post this year on the actual anniversary, but maybe some public celebrating closer to the party and panel we’re throwing.
2026-08-24 · assertive framing · Behind the Blog: Early Birthday Reflections
More on this subject from Jason Koebler
Flock Taught Cops How to Surveil No Kings Protesters
2026-09-04 · 404 Media · 84% similar
All 11 articles by Jason Koebler →

Topics

404 Media Dunwoody Flock Flock City PD U.S.

Subjects

Flock ORG · 14× Dunwoody GPE · 6× Flock City PD ORG · 6× 404 Media ORG · 5× trump PERSON · 2× Bryan GPE · 1× Georgia GPE · 1× Jason Hunyar PERSON · 1× Jewish NORP · 1× U.S. GPE · 1×

Narrative

Flock accounts called “Flock City PD - Law Enforcement Demo,” “Flock Intelligence,” and “Flock Safety - Commercial Sales Demo” ran searches in Dunwoody and Bryan, Texas, as well as a handful of other unknown jurisdictions, for “coexist bumper sticker,” “Star of David,” “person wearing a mask,” “crowd,” “vehicle with a political sticker,” “man holding rifle,” “person in scrubs,” “don’t tread on me flag,” “car that a pretty girl would drive,” and “vehicle with trump bumper sticker,” among other searches.
framing: assertive · carried by 1 article(s) · first seen 2026-09-17
🔮 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.

Claims (37 extracted, 6 hedged)

Flock created a fake police department called “Flock City PD” that it used to search a series of live automated license plate readers in several U.S. cities during demonstrations of its surveillance system’s capabilities, public records show. asserted
records → create → capabilities
The records show that Flock City PD searched real cameras for people holding signs, “crowds,” people wearing masks, and more, according to audit logs shared with 404 Media. uncertain
PD → show → Media
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. asserted
tools → search → searches
These searches included “coexist bumper sticker,” “vehicle a pretty girl would drive,” “white truck with a trump sticker,” “religious cars,” “Star of David,” and “don’t tread on me flag.” asserted
girl → include → me
Flock employees accessing live cameras for sales purposes, and showing police specifically how to do dubious searches, have become political flashpoints in the backlash against the company. asserted
employees → access → company
In April, we reported that Flock employees regularly accessed live cameras in Dunwoody, Georgia, at a children’s gymnastics room, at a playground, in a school, at a pool, and in a Jewish community center in the city while demoing the company’s tech to cops. asserted
employees → report → cops
Audit logs obtained by Jason Hunyar, the Dunwoody resident who originally discovered this access, show that an entity called “Flock City PD” also searched live Dunwoody cameras for all sorts of politically contentious topics during sales demos with police. asserted
entity → obtain → police
This included searches for behavior that is expressly protected by the First Amendment. asserted
that → include → Amendment
Flock accounts called “Flock City PD - Law Enforcement Demo,” “Flock Intelligence,” and “Flock Safety - Commercial Sales Demo” ran searches in Dunwoody and Bryan, Texas, as well as a handful of other unknown jurisdictions, for “coexist bumper sticker,” “Star of David,” “person wearing a mask,” “crowd,” “vehicle with a political sticker,” “man holding rifle,” “person in scrubs,” “don’t tread on me flag,” “car that a pretty girl would drive,” and “vehicle with trump bumper sticker,” among other searches. asserted
girl → call → searches
All of these were “FreeForm” searches, meaning Flock’s AI image recognition algorithm would determine what would be returned. asserted
what → mean → these
The audit logs show that not all of these searches were allowed by Flock’s system, and that its moderation tools either blocked some of the searches or displayed a warning prompt before doing the search. asserted
tools → show → search
404 Media has previously reported that Flock explicitly taught police how to surveil the No Kings protests, and some of these FreeForm searches are similar to others we reported that real police departments performed themselves. asserted
departments → report → others
A Flock spokesperson told 404 Media that some of the searches were done specifically to show the types of searches cops shouldn’t do, and to show some of the guardrails Flock had put in place to prevent these searches. asserted
Flock → tell → searches
For example, the searches for “vehicle a pretty girl would drive,” is listed as having a moderation “block.” asserted
girl → drive → block
A search for a person with “Star of David” was also listed as having a moderation block, but a search for “Star of David” on a vehicle raised a warning box about the nature of the search before allowing it to proceed. asserted
it → list → search
The searches highlight how Flock employees regularly performed real, invasive searches on real cameras to demonstrate how its technology works; residents of Dunwoody have repeatedly told their city council that they feel like their privacy is being violated as an experiment and sales demonstration for a private company. asserted
privacy → highlight → company
After Hunyar and 404 Media reported on Flock cameras being accessed in sensitive locations by Flock employees, the company and the city said Dunwoody’s cameras would no longer be used for sales demonstration purposes. asserted
cameras → report → purposes
The Flock spokesperson said that these demonstrations were done to show police officers what not to do, and said that the “Flock City PD” account no longer searches on any real cameras. asserted
account → say → cameras
They added, “the Flock City PD demo environment is now isolated, and law enforcement agencies cannot form a sharing relationship with it.” asserted
agencies → add → it
A recent Flock training webinar seen by 404 Media shows a Flock employee logged into the Flock City PD account having access to cameras that seem to be explicitly for training purposes, with names like “Flock Warehouse - LPR Demo Cameras,” “Circle K - Demo,” “Tennessee Demo Cameras,” “Scottsdale AZ Demo Video Cameras,” and “ALPR Demo.” asserted
that → see → Cameras
“Flock City PD is a demo and testing organization name used for law enforcement demonstrations and for our development engineers to conduct testing. asserted
engineers → use → testing
Those searches were part of testing and validating FreeForm search moderation and related safeguards. asserted
searches → test → moderation
These were not investigative searches conducted by a customer agency,” the Flock spokesperson told 404 Media. asserted
spokesperson → conduct → Media
These types of prompts are testing the safeguards of the system — that it appropriately blocks offensive or sensitive searches, or flags searches that may implicate First Amendment protections. uncertain
that → test → protections
Our policy is designed so that offensive or slur-based searches do not yield results, and prompts that may implicate First Amendment concerns trigger notice and audit review. uncertain
that → design → notice
As you can see in your screenshot — the safeguards we built are working. asserted
we → see → screenshot
The audit logs show, however, that many of the sensitive searches were not blocked. asserted
many → show → searches
Searches for “crowd,” “a person wearing scrubs,” “large group with signs” were all explicitly allowed. asserted
Searches → wear → signs
More sensitive searches, such as for “vehicle with trump bumper sticker,” “don’t treat on me flag,” “coexist number sticker,” “religious cars,” and “Star of David” had a warning box pop up, but Flock says in a blog post published in April that police can bypass this: “Searches for specific content that could potentially implicate First Amendment rights will trigger a pop-up warning the user and advising that this search will be sent to a superior for auditing if the user chooses to proceed.” uncertain
user → treat → auditing
In a blog post explaining how it tests Flock, the company wrote, “some vehicle bumper stickers contain words and symbols indicating religious affiliations or nationalities, and the moderation policy needs to recognize, flag, and block these searches. asserted
policy → explain → searches
Just like vehicle identification, these algorithms need to be trained in the real world using real-life examples. asserted
algorithms → need → examples
Those might be training and demo searches for things like ‘Cross bumper sticker,’ ‘Star of David,’ or ‘Japanese flag.’ uncertain
Those → train → David
These searches, if performed, should not return results.” asserted
searches → perform → results
Dunwoody residents have made clear that they understand that Flock needs to test its systems, but they did not sign up to be guinea pigs for a surveillance company. asserted
they → make → company
“Flock's claims that they impose restrictions on what users can search for in their database provides the opposite assurance of what they seem to purport. uncertain
they → impose → what
In doing so, they admit that their dynamic surveillance network does in fact capture this sensitive information, and that the gate to that information is controlled solely by the policies of a for-profit corporation,” Hunyar told 404 Media. asserted
Hunyar → do → Media
“As shown in previous demos, their willingness to continuously monitor and catalogue the actions of law abiding citizens exercising their constitutionally protected rights should worry anyone who plans to exercise them now or in the future." asserted
who → show → future
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