Decision Intelligence
Predictive AI
Generative AI
SOC Automation
Decision Making in the Era of AI
January 20, 20259 min read


Adding automation to inconsistent triage just scales the inconsistency. Alina Marcu, PhD, Arcanna's Chief Data Scientist, on why predictable alert triage — same input, same output — is the precondition for safe SOC automation.
Most AI SOC automation tools fail in pilot because evaluators confuse training with overhead. Darius Iakabos on how to build a defensible business case for AI triage without a heavy configuration burden — and why your data is the asset, not the obstacle.
What an agentic investigation actually looks like — and what it takes to make one trustworthy enough for production. Denis Stefan walks through the four guardrails that separate agentic AI demos from systems you can actually run in a SOC.