Security teams are overwhelmed by high volumes of cybersecurity alerts, many of which are false positives or lack enough context for fast response. Analysts need to correlate anomalous behavior, emerging risk patterns, and incident severity across historical and real-time data while also producing operational reports for stakeholders.