False Positive

False positives are one of the most persistent problems in security operations. They force analysts to investigate events that pose no real threat, consuming significant time and contributing to alert fatigue. In many environments, up to 80-90% of alerts are false positives. Reducing the false positive rate, while maintaining true positive detection, is a core challenge of both detection engineering and SOC automation.