The Problem: Legacy SOCs and Endless Alert Noise Every SOC leader knows the feeling: hundreds of alerts pouring in, dashboards lighting up like a slot machine, analysts scrambling to keep pace. The harder they try to scale people or buy new tools, the faster the chaos multiplies. The problem is not just volume; it is the model itself. Traditional SOCs start with rules, wait for alerts to fire,