Building Real AI Expertise: Why Security Teams Need Role-Specific Training

Generic AI courses fail security teams because they ignore critical role differences—SOC analysts need threat-hunting algorithms, red teamers need prompt-injection labs, and CISOs need strategic governance knowledge. This framework helps evaluate training programs against your team's actual function and ensures your investment produces operational security improvements, not just theoretical credentials.