AI Agent Testing Shifts to Realistic Data and State Before Production

Enterprise AI agent testing is moving beyond output scoring toward realistic data, permissions, and system-state validation. New product launches and recent security incidents suggest pre-production assurance is becoming a deployment gate, not a nice-to-have.