In this session, we will explore how Intel’s oneAPI technology can be directly applied to solve real-world industrial challenges, specifically in the field of predictive maintenance. Using the example of ToolDetective, a cutting-edge predictive maintenance solution for monitoring metal cutting tool wear, we will demonstrate how integrating oneAPI-optimized AI frameworks, GPU acceleration, and advanced data processing techniques can significantly enhance performance and efficiency.