Pioneering Decision Intelligence for Cybersecurity
Modern SOCs face rising alert volumes, analyst fatigue, and growing breach risk — problems automation alone can't solve.
This whitepaper explains how Decision Intelligence overcomes the limits of traditional AI and SOAR by focusing on decision-making, not information overload.
Authored by Alina-Elena Marcu, PhD - our Chief Data Scientist, it shows how cognitive learning, human feedback, and explainability create an AI system that improves decisions at scale while keeping analysts in full control.
Decision Intelligence marks a shift from AI that floods analysts with insights to AI that makes better, safer decisions with them. This paper outlines how Arcanna builds explainable, adaptive, human-aligned intelligence that strengthens SOC outcomes today, and sets the stage for safe, autonomous decision-making tomorrow.
What's Inside
- Why SOCs still struggle despite automation
- What Decision Intelligence is, and how it solves "unsolved" SOC problems
- Arcanna's approach to human-guided, feedback-driven learning (supervised reinforcement)
- How Arcanna emulates and augments expert judgment without adding workload
- Explainable AI: how Arcanna shows why a decision was made and what evidence supports it

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