This presentation outlines 2 specific use cases with the PI System in the Mining, Metals and Supply Chain Industry. The first section covers the use of a digital plant template in the steel production industry with the objective of tracking product quality through the process. The second section focuses on utilizing Machine Learning tools to reach predictive maintenance for haul truck engines.