In this episode of the Industry Trends and Insights Show on Reliability Radio, host Bob Francis sits down with Hugo Nunez of Hunt LNG and Katherine Sanchez of MaxGrip. They discuss a transformative reliability project in Peru that turned seven years of SAP work order history into actionable knowledge. By leveraging AI and Python scripting, the team automated the classification of failure modes and accurately calculated downtime metrics. The project also focused on optimizing spare parts inventory, replacing manual guesswork with data-driven asset management. Listen in to learn how modern technology bridges the gap between raw maintenance records and strategic operational availability, allowing engineering teams to focus on proactive improvements rather than data scrubbing.