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AI-FOR-MANUFACTURING5 MIN READ

Decide if a maintenance prediction is ready

Apply ISO 31000-style risk thinking to predictive maintenance AI alerts.

Prediction pressure The compressor alert shows 63 percent failure probability in 30 hours. Production wants to keep running, maintenance wants evidence, and leadership wants no weekend failure. The score matters, but the risk context decides the action. ISO 31000 lens Identify -> analyze -> evaluate -> treat Risk management turns uncertainty into a decision. In predictive maintenance, the model score is only one part of the analysis. Shortcut High score means stop. The response fits the risk, not just the probability. Treat the score as evidence. Treat the decision as risk management. 01 Context 02 Evidence 03 Treatment Set context…

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