TL;DR: Dallas Police have used Clearview AI's facial recognition 156 times in the past year, mostly for violent felonies like robbery and homicide. About 40% returned "possible matches." Five arrests followed. One conviction. Now the department wants to expand it to Class B misdemeanors: package theft, minor property crimes. The $88,455 system was funded entirely by the Department of Homeland Security. Mission creep in real time.
How Dallas Uses Clearview AI Today
Dallas Police started using Clearview AI in October 2024. The department logged 156 facial recognition searches through September 2025. Here's where those searches went:
- Robberies and aggravated robberies: More than half of all searches
- Homicides: Multiple cases
- Human trafficking: Several investigations
- Sex crimes: Ongoing use
The policy restricts Clearview to serious felonies. Detectives need supervisor approval before running a search. They can't scan livestreams. They can't use it on First Amendment activity: protests, religious gatherings, political events. Searches are only allowed after a crime has already occurred.
About 40% of searches returned "possible candidate matches." At least five arrests followed. One conviction: Cedric Wakefield pleaded guilty to aggravated robbery in September 2025 and received five years in prison for a February attack in Lake Highlands.
Seven search requests were rejected: no supervisor approval, ineligible offenses, or poor image quality. The system has guardrails. For now.
What Clearview AI Actually Is
Clearview AI scraped billions of photos from social media, news sites, and public websites to build a facial recognition database. When Dallas detectives submit a suspect's image (usually from surveillance footage), Clearview compares it against roughly 30 billion face prints.
The company is controversial for a reason. They scraped your photos without consent. If you've ever posted a picture on Facebook, Instagram, LinkedIn, or Venmo, you're probably in their database. Multiple countries have fined or banned Clearview. Several US states have sued them.
Clearview claims its algorithm is "bias-free" and recently patented improvements to accuracy. Civil liberties groups are skeptical. The ACLU has documented at least seven wrongful arrests in the US linked to facial recognition errors. Most, if not all, involved Black people.
Dallas paid $88,455 for access. Every penny came from a Department of Homeland Security grant. Federal money, local surveillance.
The Expansion: Misdemeanors Next
Assistant Chief Mark Villarreal told the Community Police Oversight Board the department wants to expand Clearview's use to "Class B misdemeanors and above."
Class B misdemeanors in Texas include:
- Theft of property worth $100-$750 (including package theft)
- Criminal trespass
- Harassment
- Possession of small amounts of marijuana
- Prostitution (first offense)
- Evading arrest on foot
The justification? "Porch pirates": people who steal packages from doorsteps. Villarreal framed it as responding to community concerns about property crime.
This is how mission creep works. Introduce technology for "serious crimes only." Point to a handful of arrests. Expand to lesser offenses because it's already there. The infrastructure doesn't distinguish between homicide suspects and package thieves. Once it exists, it gets used.
The Safeguards (And Their Limits)
Dallas Police emphasize their restrictions:
- Facial recognition matches alone don't establish probable cause
- Supervisor approval required for every search
- Cannot scan livestreams or real-time video
- Cannot use on First Amendment activities
- Only permitted after crimes occur
An analyst in the department's Fusion Center wrote: "The City is making us follow VERY tight rules for facial recognition."
Those rules sound reasonable. But here's what they don't address:
- Accuracy disparities: Facial recognition performs worse on people of color, women, and young people. Expanding to misdemeanors means more searches, more errors, more innocent people swept into investigations.
- Database scope: Clearview's 30+ billion images came from scraping. There's no consent. No opt-out. Your face is searchable whether you like it or not.
- Policy durability: Today's safeguards are tomorrow's exceptions. Nothing stops the next administration from loosening restrictions. The technology remains.
The Familiar Pattern
Dallas isn't unique. Police departments across the country follow the same playbook:
- Acquire facial recognition for "serious crimes only"
- Point to a few high-profile arrests
- Expand scope to property crimes, "quality of life" offenses
- Integrate with other surveillance systems (Ring, Flock, license plate readers)
- Make it routine
Detroit expanded facial recognition from violent crimes to "any violent felony" to "any crime." New York uses it for misdemeanors. London uses it on crowds. Each expansion cites the last as precedent.
Dallas is at step 3. They've proven the technology "works" by their metrics: five arrests, one conviction. Now they want property crimes. Package theft today. What tomorrow?
What the ACLU Says
Nate Freed Wessler, deputy director of the ACLU's Speech, Privacy, and Technology Project, called Dallas's expansion proposal "a really dangerous proposal and one that should just be rejected outright."
"The number of cases of innocent people getting swept up in investigations, arrested, prosecuted is just going to go up," Wessler said.
He pointed to the technology's error rate: "It gets it close, but doesn't always get it right, sometimes providing a lookalike who could be at risk of wrongful arrest."
The documented wrongful arrests, Robert Williams in Detroit, Porcha Woodruff (arrested while pregnant), Nijeer Parks in New Jersey, Randal Reid in Georgia, all involved Black defendants. All were cleared. All had their lives disrupted by algorithm errors.
Federal Money, Local Surveillance
Dallas didn't pay for Clearview from its own budget. The $88,455 came from a Department of Homeland Security grant.
This matters because it reveals the pipeline: federal money flows to local departments to acquire surveillance technology. The feds get expanded surveillance reach without direct accountability. Local departments get tools they might not fund themselves. Nobody votes on it.
DHS has funded facial recognition, license plate readers, and predictive policing tools across hundreds of departments. Grant programs become surveillance proliferation programs. Dallas is one recipient of many.
What You Can Do
If You're in Dallas
The Community Police Oversight Board reviews these policies. Attend meetings. Submit public comments. Contact city council members before expansion is approved.
Know Your Rights
Facial recognition matches aren't probable cause, yet. If stopped based on a match, you're not required to confirm your identity before arrest. Ask if you're being detained. Ask why.
Reduce Your Exposure
Clearview scraped social media. Review your privacy settings. Remove tagged photos where possible. Limit public-facing images. You can't undo what's already scraped, but you can slow future collection.
Support Restrictions
Texas has some biometric protections (CUBI), but enforcement is limited. Support organizations pushing for facial recognition restrictions: ACLU of Texas, EFF.
The Bottom Line
Dallas Police have a facial recognition system funded by DHS, trained on billions of scraped photos, and restricted to serious felonies. They've used it 156 times. Made five arrests. Got one conviction.
Now they want to use it for package theft.
The safeguards are real but temporary. The expansion is predictable. The pattern has played out in city after city: start narrow, cite results, expand scope, make it routine.
Dallas residents have a window to object before misdemeanor expansion becomes policy. After that, the face-scanning infrastructure will be normal. Just another tool. Used for everything from murder to missing Amazon boxes.
That's how surveillance normalizes. One "reasonable" expansion at a time.
References
- Dallas Morning News - Dallas police use AI face recognition tool in serious felonies. They may add lesser crimes (December 8, 2025)
- Dallas Morning News Editorial - AI face recognition is here to stay, so police oversight is paramount (December 11, 2025)
- WFAA - Dallas Police to expand controversial facial recognition tech (December 2025)
- ACLU - Wrongful Arrests Based on Face Recognition
- Biometric Update - Clearview AI gets green light for Dallas Police (May 2024)