Introduction The oil and gas industry is one of the most asset-intensive and highly regulated sectors in the world. From upstream production facilities to downstream refineries and cross-country pipelines, inspection professionals play a vital role in maintaining safety, reliability, and regulatory compliance. However, as facilities become more complex and infrastructure