Manufacturing plants face unexpected equipment failures causing costly production shutdowns

Manufacturing facilities experience unplanned downtime when machinery fails unexpectedly, resulting in lost production, missed deadlines, and significant revenue loss. Plant managers struggle to predict and prevent equipment failures before they occur, as current maintenance approaches are either reactive (fixing after breakdown) or overly conservative (preventive maintenance that wastes resources). The lack of visibility into equipment health creates constant operational uncertainty and financial risk.