AI enables predictive maintenance and remaining useful life estimation for critical equipment, along with Risk-Based Inspection prioritization, corrosion modeling, and optimized inspection planning. It also supports defect detection using computer vision, acoustic emission, and vibration analysis, as well as pressure relief device management and testing optimization.