Predictive maintenance tools are advanced technologies and methodologies used to predict when equipment failure might occur. By analyzing data collected from various sensors and systems, businesses can identify patterns and trends that indicate potential issues. This preemptive approach allows companies to schedule maintenance activities before a failure happens, reducing downtime and increasing efficiency.