Apate.ai deploys AI agents as fraud bait to gather intelligence

Apate.ai has begun sending AI agents undercover into scam conversations to gather real-time fraud intelligence. Unlike most enterprise AI agents, which automate workflows or customer service, Apate’s agents engage directly with fraudsters, TechCrunch reported.

The approach treats AI agents as offensive tools rather than defensive ones. By letting scammers interact with synthetic identities, Apate collects data on tactics, scripts, and infrastructure used in fraud campaigns. The company then packages this intelligence for financial institutions and cybersecurity teams.

The tactic arrives as AI agents become ubiquitous in enterprise settings, though their adoption remains uneven. Earlier StartupReader coverage noted that while agents are surging in coding, IT operations, and customer service, their reliability and control remain open questions. Deliverance AI, for instance, has positioned itself as a test case for sovereign control of enterprise agents, framing the issue as a business continuity challenge.

Apate’s strategy suggests a shift in how AI agents could be deployed—not just as productivity multipliers, but as active participants in security operations. What remains unclear is whether the intelligence gathered justifies the risks of letting AI agents engage directly with malicious actors, or if this model can scale beyond niche use cases.

Sources: techcrunch.com