HADES (Hospitality Analysis for Defence using Empherical Surveillance) is an AI powered solution to replace/aid surveillance near terrorist hotspot areas. This algorithm was built using MaskRCNN architecture to segment the image with masks to provide extra analysis of frames. This solution can easily be scaled to drones and other IoT devices.