Preventive Maintenance Scheduling Agent
Generates and adjusts preventive maintenance schedules for facility and equipment assets based on usage data, manufacturer intervals, and failure risk.
Preventive maintenance is commonly scheduled on fixed calendar intervals regardless of actual equipment usage or condition, leading to either wasted maintenance on lightly used assets or missed intervals on heavily used ones that then fail unexpectedly
Facilities teams juggle PM schedules across dozens of asset types in spreadsheets or generic CMMS defaults that don't reflect manufacturer guidance or real operating conditions
When a PM task is missed or delayed, there's often no automatic follow-up, so gaps in maintenance coverage go unnoticed until a breakdown occurs
This agent builds usage-adjusted PM schedules per asset, monitors completion, and automatically reschedules or escalates missed tasks, reducing unplanned equipment failures and unnecessary maintenance spend
The agent ingests asset usage data (runtime hours, cycles, or calendar time depending on asset type) from IoT sensors or manual logs, along with manufacturer-recommended service intervals and historical failure data. It calculates a usage-adjusted next-due date per PM task and auto-generates work orders in the CMMS ahead of the due date, factoring in technician availability. When a task is completed late or skipped, the agent automatically reschedules the next occurrence and, if the asset is flagged high-risk, escalates to the maintenance manager. An LLM reviews technician completion notes for early signs of developing issues and flags assets for condition-based inspection outside the normal schedule.
Calculate Usage-Adjusted Schedules
- Ingest asset usage data from IoT sensors or logs
- Pull manufacturer-recommended service intervals
- Factor in historical failure and criticality data
- Calculate next-due date per PM task per asset
Generate and Assign Work Orders
- Auto-generate CMMS work orders ahead of due dates
- Assign to available qualified technicians
- Bundle nearby PM tasks to reduce travel/setup time
- Attach relevant checklists and safety procedures
Monitor Completion and Follow Up
- Track work order completion against due dates
- Auto-reschedule missed or delayed tasks
- Escalate overdue high-criticality assets to management
- Parse technician notes for early issue signals
Report Maintenance Health
- Track PM completion rate by asset category
- Correlate PM adherence with failure rate trends
- Calculate maintenance cost per asset versus failure cost avoided
- Publish monthly facilities maintenance scorecard