security use cases such as weapon detection, abandoned object alerts, and smoke and fire detection for early incident response. VelioTech also addresses safety and compliance with PPE detection and tools for monitoring falls and other anomalous events. Retail and operations teams use capabilities like queue management, demographic analysis, and crowd analysis to optimise service and space utilisation. The system runs on edge or cloud infrastructure, integrates with existing IP cameras and VMS platforms, and provides dashboards with heatmaps, event logs, and trend data.