Key Takeaways: Most manufacturers benefit most from moving from reactive to preventive maintenance first. Predictive maintenance (PdM) delivers additional value, but only on top of a functioning preventive maintenance foundation. Fabrico gives you both: usage-based PM triggers that work like condition-based maintenance without expensive sensor infrastructure, and an AI agent that surfaces the patterns that predict failure before it happens.
Predictive maintenance vs preventive maintenance: understanding the difference is step one. Choosing the right strategy for each asset is step two.
The maintenance strategy spectrum from lowest to highest sophistication:
Predictive maintenance delivers positive ROI only when three conditions are met simultaneously:
1. High failure consequence: The asset is critical enough that unplanned failure costs significantly more than planned maintenance. For equipment with under $2,000 downtime cost per failure event, PdM investment rarely pays back.
2. Detectable degradation signature: The failure mode must produce a measurable signal before failure, vibration increasing, temperature rising, oil contamination developing. Catastrophic failures with no warning cannot benefit from PdM regardless of sensor investment.
3. Sufficient data volume: ML-based PdM requires 12-18 months of sensor data and multiple failure events to build reliable prediction models. New equipment or low-failure-frequency assets take years to generate useful models.
Before investing in PdM, confirm that PM compliance on target assets is above 80%. PdM on a machine with sporadic PM execution produces unreliable results, the data is contaminated by variable maintenance quality, not just equipment condition.
The most practical path to condition-based maintenance for most manufacturers doesn't require vibration sensors, oil analysis programs, or separate PdM software.
Fabrico's OEE monitoring provides the data foundation for condition-based decisions without additional hardware:
This approach delivers 70-80% of the benefit of a full PdM program at 10-20% of the cost.