Usage-driven intervals are based on cycle-based maintenance logic that considers the actual workload of each individual component.The approach starts with high risk and high cost items, where intelligent planning has the greatest impact on cost and availability.Maintenance needs are determined dynamically using real usage data such as runtime counters and duty cycles, rather than static intervals. The system enables benchmarking with other machines in the same environment to validate intervals and identify outliers. This reduces unnecessary service actions while ensuring critical components are maintained exactly when they need it.