Explainable AI

Why It Matters

At Bernalo, explainability is not a checkbox — it’s a design principle. Every alert, correlation, and anomaly generated by our AI systems can be traced to the logic that produced it. This clarity allows security teams, auditors, and regulators to understand why an event occurred, not simply that it did.

How We Do It

• Model transparency with feature weighting and decision flow notes.
• Human-readable summaries for each AI-driven action.
• Validation dashboards showing bias, drift, and confidence scores.

Explainable AI bridges automation and accountability — enabling advanced detection while satisfying GDPR & NIS2.