At times, law enforcement agencies and security professionals relied on traditional Crime analytics software to track, record, and dissect felonious exertion. While these tools offer structured reporting, their major limitation lies in static data processing. They frequently rely on literal records without offering real-time trouble discovery. In fleetly evolving digital surroundings across countries like Singapore, Malaysia, and Thailand, outdated tools fall suddenly in relation to sophisticated cyber-attacks or preclude arising pitfalls.