How to Choose Your First 10 Assets for a Prescriptive Maintenance Pilot
Prescriptive maintenance pilots fail less often because of the technology and more often because of asset selection. Choosing the wrong machines to start with produces inconclusive results, drains stakeholder confidence, and stalls broader adoption. Choosing the right ones demonstrates measurable impact within weeks. For plant managers and reliability engineers evaluating AI-powered prescriptive maintenance , the asset prioritization decision is arguably the single most critical step before deployment. It sets the scope, defines the success criteria, and determines how fast the program can demonstrate ROI, all before a single sensor is installed or a model is trained. This article provides a structured framework for identifying the right mix of 10 assets to anchor your first pilot, drawing from field experience across heavy industries, including power generation, chemicals, cement, and discrete manufacturing. Why Asset Selection Defines Pilot Success A prescriptive maintenance pilot ne...