In 2022, a Florida lawyer had a photograph and a problem. His client, Andrew Conlyn, faced a vehicular-homicide charge after a fatal crash. A stranger had pulled Conlyn from the burning car. That stranger could help establish who had been driving. The police had body-camera footage of him, but had neglected to record his name.
- Clearview sells possible identities, with links investigators can check.
- Its collection exceeds 70 billion images, according to the company.
- The same collection that attracts buyers has brought privacy restrictions.
According to Clearview’s account of the case, attorney Patrick Bailey had tried flyers and local media. He then contacted the company. A search returned a club photograph; further investigation identified the stranger as Vince Ramirez. After Ramirez supplied testimony, the prosecution dropped the case. The first failure had been mundane: someone had omitted a name.
“Within two seconds, I found a picture of him at some club in Tampa.”
Patrick Bailey, Conlyn’s lawyer, in Clearview’s case account
There is the attraction of Clearview AI in miniature. A face can exist in one place as an unanswered question and elsewhere as a photograph attached to a name. Connecting the two can change an investigation. It can also change what people thought they were doing when they allowed a picture onto the internet.
The collection is the business
Founded in 2017 by Hoan Ton-That and Richard Schwartz, Clearview occupies the junction of computer vision and investigative software. Its company overview describes customers in law enforcement, government, military and intelligence. The stated mission is public safety. The commercial proposition is more specific: shorten the distance between an unknown face and a useful lead.
An investigator uploads an image. Facial recognition compares it with indexed photographs, and results include links to the original web locations. The company says its collection now exceeds 70 billion images, drawn from news, public social media, mugshot sites and other open sources. That figure counts photographs, not unique people. A prolific selfie enthusiast can occupy several seats in this particular lineup.
Photographs indexed. Not a count of people.
Other vendors, including NEC and IDEMIA, also sell facial recognition for investigations. Clearview’s distinguishing proposition is the supplied web index. The business combines matching expertise with finding photographs outside conventional police records. Someone need not have been arrested to appear in a news story or a public photograph.
The interface wraps searches in case management. Clearview AI 2.0 offers saved investigations, reporting, administrative oversight and custom galleries. JusticeClearview, launched in September 2022, applies the search to defense work: finding witnesses, checking possible misidentifications and pursuing exculpatory leads. Bailey’s problem belongs as naturally to a defense desk as to a detective’s.
The bill for making faces searchable
Clearview sells agency subscriptions and negotiated licenses. Its demo request is restricted to qualified law enforcement, public defender offices and government agencies. Buyers are purchasing access to a searchable collection and an investigative workflow. The economics depend on institutional budgets, approved uses and the permission to operate in a particular jurisdiction.
The company announced a $30 million Series B in July 2021, valuing it at $130 million, after a $7 million Series A. Those are historical financing figures. They offer a useful scale beside the Dutch regulator’s €30.5 million privacy fine in 2024. Investment bought expansion; collecting faces created liabilities. The amounts are in different currencies, but neither is pocket change.
The collection’s public origins did not settle the consent question. Under the 2022 ACLU settlement, Clearview was permanently barred from providing its faceprint database to most private entities nationwide, with an additional five-year restriction covering Illinois entities, including state and local police. A product that can search broadly can still have a narrowly permitted market.
That May, Clearview launched Clearview Consent, an identity-verification offering separated from the scraped collection. It illustrated another way to sell the algorithm: compare faces within a consent-based commercial workflow. The public record establishes the product distinction. It does not establish a conversion in the founders’ beliefs.
A lead still needs a detective
Clearview emphasizes NIST testing and high matching accuracy. The qualification matters. Laboratory performance depends on the test, images and operating threshold. NIST explains that poor image quality can produce false negatives and that false-positive rates can vary across demographic groups. A headline percentage cannot tell an investigator whether this particular face has been correctly identified.
The company’s published safeguards include training, peer review, lawful-purpose intake and audit features. Its legal overview requires independent investigation after results. These controls offer a practical lesson for other AI products: preserve provenance, record why a search occurred and leave a trail another person can inspect. Speed becomes useful when the next person can question it.
An absent indexed photograph, an unsuitable probe image or an erroneous candidate can defeat the search. An accurate match establishes no criminal conduct by itself. Legal restrictions can preclude use altogether. Buyers therefore need to assess the collection, the algorithm and the people interpreting its output. Each answers a different question.
Growth with a court date attached
The customer story extends beyond American policing. Clearview supported an ICMEC-led operation in Ecuador in March 2024. Organizers reported 110 identified child victims, 51 rescued children and eight arrests. Those were collaborative outcomes, involving agencies and multiple technologies; they cannot sensibly be credited to a search box alone.
In July 2026, Clearview announced its GovCloud platform’s FedRAMP High “In Process” designation, anticipating full authorization in early 2027. In August, Inc. ranked it No. 507, reporting 680% three-year growth. Current company releases identify Amos Kyler as CEO. The procurement effort and growth figures describe an expanding government software business.
The court docket supplies the complication. On July 13, 2026, the Seventh Circuit vacated approval of an unusual privacy settlement tied to a 23% equity stake and remanded it. Clearview continues to demonstrate why investigators want to find faces across the web. It continues, just as insistently, to demonstrate why being findable was never the same thing as agreeing to be indexed.