SOC Automation
Decision Models
Agentic AI
SOAR
Arcanna: The Foundation for an Evolving SOC
David PearsonJuly 18, 20258 min read


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.
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.
AI's time is now, but it's not just 'AI Agent All the things'. Most SOCs are drowning in alerts, and while AI Agents promise autonomous solutions, the reality is more nuanced. Learn why Decision Models offer a fast, trustworthy, and cost-effective approach.