Predictive Maintenance (PMaaS)

Frequently Asked Questions

How much historical data do you need?

A minimum of 3–6 months including at least a few failure events. Transfer learning from similar equipment reduces this requirement.

What sensors are required?

Vibration accelerometers and temperature sensors provide the most signal. Current clamps and process sensors add further accuracy.

How accurate are the predictions?

After 3 months, we typically achieve >90% precision on critical failure modes with a 48–72 hour prediction horizon.