Model accuracy cannot show whether an AI maintenance recommendation will become verified work. Use six operational metrics to set the right level of automation.
Compare predictive maintenance platforms by deployment model, asset coverage, workflow integration, and time to measurable value, with a practical plant-floor evaluation rubric.
Most condition monitoring pilots succeed on 5 assets then collapse at 500. The fix is architectural, not technological. Here's the scaling playbook brownfield manufacturers need.
Most plants use computer vision only for defect detection. The bigger ROI sits in equipment health monitoring, safety compliance, and process optimization.
A step-by-step guide to implementing vibration monitoring on pumps, motors, and compressors, with real ISO threshold values and alarm configurations.