How to avoid downtime with predictive maintenance - Plant Engineering
What happened
Plant Engineering explains how advanced analytics and AI enable predictive maintenance by cleansing data, contextualizing signals and integrating with existing systems. The piece highlights that when models feed structured notifications into CMMS, they can turn model output into planned interventions rather than emergency repairs; watch how pilots convert alerts into repeatable work-order rules
Why the category manager should care
Treat analytics-to-CMMS integration as the primary procurement control: hardware without reliable integration doesn't reduce emergency consumable spend
Key facts
- Focus on data cleansing and contextualization as the first integration step
- Models improve with labeled data and feed automated work orders when integrated