This project aims to introduce an artificial intelligence (AI)-based threat detection method to facilitate the monitoring of public premises and crowded places in real-time. Researchers propose a semi-automated approach, where AI–enhanced software identifies potential threats in live–streamed video and submits the incident for user verification through a visualization dashboard. This threat assessment technique intends to provide timely and accurate findings, catering to the needs of security stakeholders.