Unexpected equipment failures can disrupt operations, increase repair costs, and affect customer satisfaction. As industries continue to rely on connected assets and data-driven processes, businesses are moving away from reactive maintenance toward predictive strategies. The goal is simple: identify potential issues before they become costly breakdowns. This shift helps organizations improve planning, reduce unnecessary downtime, and make better use of available resources. At