In Resilinc’s platform, each agent’s action is accompanied by an explanation—often citing data sources, risk thresholds, or historical event comparisons. This is critical when agents recommend critical mitigation actions or escalate to WarRoom activation. Explainability is embedded in agent interfaces and audit logs, enabling users to understand, validate, or challenge agent behavior in real time. It also supports compliance with AI governance standards in regulated industries.