1. Introduction  Risk-Based Inspection (RBI) is a critical methodology used in asset management and maintenance planning. It allows organizations, especially in industries like oil and gas, chemical, and manufacturing, to prioritize maintenance and inspections based on risk rather than traditional time-based schedules. This ensures that resources are focused on high-risk