In modern cybersecurity operations, organizations are inundated with security alerts, many of which are false positives or low-priority events. Traditional rule-based Security Information and Event Management (SIEM) solutions struggle to keep up with evolving attack patterns, leading to alert fatigue and delayed responses. Adaptive Risk Scoring (ARS) addresses this challenge