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Utilizing advanced artificial intelligence (AI) and machine learning (ML) techniques we predict potential equipment failures before they occur, enabling proactive maintenance interventions. Employing condition monitoring techniques, we provide critical data inputs for predictive maintenance models and offer strategic failure management approaches to our clients.