CISO
Operational Efficiency
Cost Management
AI Security
CISOs Guide to Balancing Operational Efficiency and Cost
January 20, 20258 min read
-3.webp)
-3.webp)
How do you evaluate an AI SOC platform that will still be working in 18 months? A practitioner-led framework: thresholds, drift detection, and rollback.
If AI is making security decisions inside your environment, who's accountable when it's wrong? Alina Marcu, PhD, on why AI in the SOC needs a Trust Layer — grounded decisions, governed agentic investigations, and the architecture CISOs need before the board asks what happened.
SOAR hit its ceiling. Playbook sprawl, LLM inconsistency, and headcount-driven scaling broke the model. Here's what the next layer of SOC automation looks like.