A new arXiv paper outlines a 2026 strategic roadmap for integrating machine learning into industrial value chains. The research targets critical gaps in data management and the integration of heterogeneous sensing systems. It prioritizes explainable AI for high-stakes environments. Practitioners gain a framework for transitioning from basic automation to autonomous industrial operations.