Enterprise networks face challenges due to the increasing volume of security alerts, leading to alert fatigue among SOC analysts.
Automated Alert Classification and Triage (AACT) system has been developed to automate SOC workflows by learning from analysts' actions and predicting triage decisions accurately in real-time.
The AACT system helps in automatically closing benign alerts and prioritizing critical ones, reducing the SOC queue and enabling analysts to focus on severe threats.
In real SOC environments, the AACT system has demonstrated high accuracy, reducing alerts shown to analysts by 61% over six months with a low false negative rate of 1.36%.