Annotation of surveillance video significantly increases threat detection efficiency, allowing security systems to recognize and classify potential dangers quickly. This approach contributes to creating effective early warning systems and helps law enforcement agencies respond more rapidly to threats. The software uses AI labeling tools and video analysis to increase threat