Predictive maintenance trap

Pilot Purgatory

Plant ruleA single sensor on a single asset is not a strategy. It is a trophy.
1

Single-Asset Trophy

The trap

The pilot worked on Pump 01. The rest of the plant is still running the 2015 PM schedule.

1The vendor demo becomes the strategy.
2The quarterly tour gets a shiny example.
3Nobody can explain the next 400 assets.
Rule One caught bearing failure is proof of concept, not proof of scale.
2

Dirty Data Kills AI

The foundation

Bad codes, wrong timestamps, uneven calibrations, and binder history create a model nobody should trust.

1Audit failure codes before buying sensors.
2Move binder history into the CMMS.
3Standardize timestamps and failure codes.
Watch "Other" and "miscellaneous" are where algorithms go to die.
3

Systems Don't Talk

The wall

Old PLCs, cloud dashboards, OT, and IT all point at different problems.

1Map the data path.
2Name every owner.
Rule Prediction needs a pipeline, not a slide deck.
4

The Skills Gap Is Real

The people

You need vibration judgment and data-pipeline judgment in the same conversation.

1Pair reliability with IT.
2Train from actual failures.
Watch Black-box tools create black-box decisions.
5

The ROI Paradox

The proof

The machine never broke. Finance asks why you changed a good part.

1Track avoided downtime.
2Put dollars on prevented loss.
Rule Finance needs a number, not a prediction.
Before you buy another sensor
01

Audit the data your model will actually see.

02

Pick 5 critical assets, not 500.

03

Make avoided downtime visible in dollars.

The pilot worked. Now build the foundation.