Construction of Social Graphs maps relationships between individuals, uncovering hidden networks and patterns. Law enforcement agencies use it to trace criminal organizations or detect insider threats. For example, during an investigation, this system identifies connections between suspects, revealing the hierarchy of a drug trafficking ring. Corporations deploy it to monitor employee communication, ensuring compliance. At events, it helps organizers understand attendee interactions, enhancing networking opportunities. By providing visualized insights, it supports informed decisions in security, operations, and engagement strategies.