The effective inspection and surveillance of critical industrial infrastructures is important to prevent accidental or malicious damages. The goal of inspection is to identify early corrosion or mistreatment signs or even critical operation levels (e.g. in storage tanks or pipelines). The purpose of surveillance is to identify unwanted and potentially malicious presence of humans or even animals. This use case performs 1) automatic UAV-based, 5G edge AI-empowered services, including tank and pipeline inspection, to detect corrosion on the surface and 2) area surveillance monitoring to detect intruders to the industrial premises and provide real-time warning accordingly.