Meta’s smart – Meta’s quiet testing of face recognition in smart glasses has a trail that leads to Rank One Computing, a Denver-based firm whose government clients include US military and police agencies. A licensed software stack for facial recognition and liveness detectio
Meta’s smart glasses were supposed to be consumer tech—until a licensing deal turned them into something else, at least on paper.
A new investigation shows Meta was testing face recognition software for its Ray-Ban and Oakley smart glasses. The system wasn’t built from scratch inside Meta; it was licensed from Rank One Computing. a Denver-based company that earns roughly 80% of its revenue from government clients. including the US military and police departments nationwide.
This is the first known evidence of a business relationship between Meta and Rank One. It has also set off a familiar unease: where does consumer convenience end, and surveillance infrastructure begin?
Rank One Computing isn’t positioned as an everyday supplier. The company supplies face recognition to the US Marshals Service. the Naval Criminal Investigative Service. and the US Special Operations Command. One of the research projects linked to those efforts was reportedly funded by US Special Operations Command and can identify a face from up to one kilometer away.
The leadership background adds more weight to the concerns. Rank One’s CEO previously ran the FBI’s biometric database division, and its board includes former CIA, FBI, and Pentagon officials. The company went public on the Nasdaq in February 2026.
The question now shifts to what Meta was actually building.
The license Meta acquired covered Rank One’s face recognition software and liveness detection—technology designed to check whether a camera is looking at a real person rather than a photo. The deal also included support for up to 10 million facial templates.
WIRED found remnants of Rank One’s code dormant inside a version of Meta’s AI app that shipped to more than 50 million phones this month. Meta also built its own internal face recognition system, called NameTag, into the same app. But neither system was active for users.
Still, the presence of that code was enough to trigger a rapid response. Meta deleted both systems one day after the news broke and denied using facial scanning. The company also declined to explain why it licensed the software or whether the arrangement is still ongoing.
For users. the timing and secrecy landed hard: an app that reached more than 50 million phones contained the building blocks of facial recognition and liveness detection. even if they were not turned on. And as the company’s door swings shut after the disclosure. the bigger issue remains open—there are currently almost no national rules in the US governing face recognition. leaving the legal landscape murky for what Meta was testing and what that means going forward.
The sequence is tight on its own terms: licensed government-grade recognition technology. found dormant in a mass-distributed consumer app. followed by deletion the day after the story surfaced. For now. what’s missing is the one thing regulators and the public typically need most—clear answers about intent. scope. and whether anything like this is continuing behind the scenes.
Meta smart glasses Ray-Ban Oakley face recognition liveness detection Rank One Computing NameTag surveillance cybersecurity AI app
So they’re basically turning Ray-Bans into cop glasses? Cool cool.
I don’t get it… Meta said it was consumer, but then it’s linked to military and police. That just means they couldn’t hide it forever, right? Also liveness detection sounds like a fancy way of saying they can tell if it’s your face.
Wait “liveness detection” means they know if you’re actually there? Like they’ll detect if you’re using a phone screenshot or something? That’s what I’m hearing. If it’s for up to 10 million facial templates… that sounds like a database for everyone, not just “targets.”
This is why I don’t trust smart glasses. First it’s “face unlock” then it’s “identify you from a kilometer away” like in a spy movie. And Rank One sounds sketchy too, like 80% gov revenue should’ve been the warning sign. But also why would Meta need the FBI’s biometric people unless they already had it? Idk, seems like everyone involved is just passing the tech around.