In asset-intensive industries such as oil and gas, petrochemicals, and energy services, equipment reliability directly influences operational safety, production performance, and lifecycle costs. Computerized Maintenance Management Systems (CMMS) have long served as the backbone of maintenance operations, managing asset hierarchies, preventive maintenance schedules, work orders, and spare parts records.