Detecting Prompt Injection in Production: Layers of Defense

No single defense reliably stops prompt injection. Production AI systems need layered detection — input classifiers, output monitoring, privilege separation, and human escalation paths — because attackers adapt faster than any single defensive technique can hold up on its own.