Paper arXiv:2605.00839v1 outlines a strategic framework for integrating machine learning into industrial value chains. It targets critical gaps in data management and the integration of heterogeneous sensing systems. Researchers emphasize the need for explainable, reliable operations in high-stakes environments. This provides a technical blueprint for deploying AI/ML in factory settings.