That makes it harder to use consistently for planning and operational decisions. That data provides the foundation for AI, which then has to fit into existing manufacturing processes. From there, AI can support maintenance planning, demand forecasting, quality control, and supply chain management.
For organizations operating across multiple plants or business units, governance also has to extend beyond the first deployment. Establishing that framework early makes it easier to apply what was developed for one use case elsewhere in the organization.

