SEC536: Adversarial AI - Penetration Testing AI Systems


79% of SOCs use AI or machine learning tools, according to the 2026 SANS SOC Survey, but only 36% have integrated them into a defined workflow. Most analysts use AI individually, without organizational structure or systematic validation.
Meaningful work and career progression have outranked compensation as the top SOC retention drivers for three years running. Only 32% of practitioners say management pays close attention to hiring and retention, a gap that compounds every staffing decision.
24% of cyber leaders name lack of enterprise-wide visibility as the single biggest barrier to leveraging SOC capabilities, ranking it above staffing and automation gaps. Practitioners describe the same problem as too many uncorrelated alerts and unintegrated tools.
74% of cyber leaders apply threat intelligence to security operations and threat hunting, but only 26% use it to inform budget and spending decisions, according to the 2026 SANS SOC Survey.
Only 16% of SOCs fully support all at-risk smart systems, and another 29% offer partial coverage. More than half of organizations lack full visibility into operational technology and IoT assets.
Number of incidents handled has been the top reported SOC metric for 10 consecutive years, cited by 70% of respondents. It measures volume of activity, not whether the right threats were caught or caught early.