Our pilot use case entitled “Guided Ultra-wideband Assessment for Risk Detection and Industrial Activity Notification” (GUARDIAN) aims to enhance Health, Safety, and Environment (HSE) standards within industrial settings through the development of an innovative, technology-driven monitoring system. This pilot is developed under the NEBOLOUS EU Project, utilizing a combination of ultra-wideband (UWB) positioning systems, Raspberry Pis, air quality sensors, and computer vision technologies, we propose a solution designed to ensure real-time safety and environmental monitoring. Our approach combines state-of-the-art technologies to monitor, analyze, and act upon real-time data on worker locations, air quality levels, and adherence to safety protocols. By integrating these technologies into a cohesive system, we can identify and mitigate risks more effectively than traditional, manual monitoring methods.