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Where do I start with predictive maintenance?

Choosing the right starting point for predictive maintenance.

Pick a narrow, high-value asset population — rotating equipment like pumps, motors, and compressors is the classic starting point because failure signatures are well understood. Audit your data before your sensors; most programs fail on asset hierarchy and maintenance history quality, not on sensor availability.