Policing with Illicit Tools: The Clearview AI Contradiction

Policing with Illicit Tools: The Clearview AI Contradiction

The relationship between law enforcement agencies and Clearview AI reveals a tension that is difficult to ignore: governments tasked with upholding the law are increasingly relying on a company repeatedly accused of breaking it.

Clearview AI markets a powerful facial recognition tool built on a vast database of images scraped from across the internet—often without consent.

This database has made the technology attractive to police forces worldwide, who use it to identify suspects quickly and at scale.

In the United States alone, usage has surged, with millions of searches conducted and adoption spreading across agencies.

Yet this utility sits alongside a growing list of legal and regulatory challenges.

Authorities in multiple jurisdictions have fined or sanctioned the company for violating privacy laws.

In the UK, regulators imposed a £7.5 million penalty for unlawfully collecting biometric data from residents, while European regulators have issued even larger fines—such as a €30.5 million penalty in the Netherlands for similar violations.

These penalties stem from a consistent allegation: that Clearview built its product by harvesting personal data without a lawful basis or meaningful consent.

The contradiction emerges when law enforcement agencies—institutions meant to enforce those same privacy laws—continue to use the technology.

On one hand, governments penalize Clearview AI for breaching legal standards. On the other, their own police forces rely on its outputs in investigations, arrests, and intelligence gathering.

This creates a perception of selective enforcement.

If a private company’s practices are deemed unlawful, why are the benefits of those practices still considered acceptable when filtered through state use?

The issue becomes even more complicated when courts and regulators are still debating jurisdiction and applicability, as seen in ongoing legal battles over whether laws like GDPR apply to companies operating across borders.

Critics argue that this dynamic undermines the legitimacy of both data protection laws and the agencies enforcing them.

It suggests that legality is flexible when convenience or security is at stake. Privacy advocates also warn that relying on such tools normalizes mass surveillance practices that would otherwise face stronger resistance.

Supporters within law enforcement counter that the technology is simply too effective to ignore. Facial recognition can accelerate investigations, identify victims, and solve crimes that might otherwise remain unsolved. From this perspective, the ethical burden lies with regulators to clarify the rules—not with officers using available tools.

Still, the broader concern remains unresolved.

When governments fine a company for unlawful data practices while simultaneously benefiting from those same practices, they risk sending a contradictory message: that the rule of law is conditional.

In the end, the Clearview AI controversy is not just about one company—it is about consistency. If laws are to carry weight, they must apply evenly, even when doing so limits the tools available to those enforcing them.

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