1. Introduction In industries such as oil and gas, chemical processing, power generation, and manufacturing, ensuring asset reliability and operational safety is a constant priority. Traditional time-based inspection schedules often lead to unnecessary downtime, unplanned outages, or missed failure indicators. Risk-Based Inspection (RBI) offers a smarter alternative — a data-driven,