AI Agent for CMMS Operations
FactVerse AI Agent can help maintenance teams read connected work-order, asset, inspection, sensor, document, and provider data. It should support reviewed decisions: summarize evidence, explain differences, draft recommendations, and prepare handover notes.
Use this guide after CMMS data integration, status mapping, and service-account scopes are ready.
Agent Workflow
Prerequisites
| Requirement | Why it matters |
|---|
| Reviewed source data | Agent output depends on current work-order, asset, status, and attachment data |
| Service identity | Agent tools need scoped access to read context and draft actions |
| Review gate | Operational actions need an accountable reviewer |
| Source citation | The answer should show the evidence used for the recommendation |
| Write boundary | Draft, handoff, write-back, and closeout actions need separate permission |
| Feedback path | Accepted and rejected recommendations should feed future workflow improvement |
| Input | Use |
|---|
| Work-order history | Summaries, repeated failure review, backlog analysis, and closeout comparison |
| Asset and location context | Equipment identity, site context, system relationship, and digital twin link |
| Inspection findings | Field evidence, checklist results, issue reports, and recurring observations |
| Sensor and alarm events | Condition context for triage and maintenance recommendation |
| ECM documents | SOPs, manuals, photos, service reports, and evidence packages |
| Provider sync state | Explains differences between FactVerse and downstream CMMS states |
| Permission and scope metadata | Controls what the Agent can read, draft, or request |
Supported Tasks
| Task | Example output |
|---|
| Asset history summary | Recent work orders, alerts, inspection findings, repeated failures, and open risks |
| Shift handover | High-priority work, blocked work, overdue tasks, new requests, and unresolved exceptions |
| Provider status comparison | Explanation of source status, common status, sync freshness, and owner action |
| Maintenance recommendation draft | Suggested field check, priority, evidence, and work-order draft fields |
| Closeout evidence review | Missing photos, reports, root-cause fields, or follow-up notes |
| Duplicate work-order review | Candidate duplicate records with shared asset, time window, and description similarity |
- Read the work-order record and source status.
- Read asset identity, location, and related equipment context.
- Read recent work orders, inspections, alarms, and sensor evidence.
- Read relevant ECM documents when a procedure or service report is needed.
- Generate a summary or draft with cited evidence.
- Route draft output to an operator review state.
- Record the final decision and feedback.
Review Gates
| Action | Required review |
|---|
| Read-only summary | Confirm source freshness and evidence scope |
| Recommendation draft | Confirm asset identity, safety context, priority, and owner |
| Work-order draft | Confirm provider ownership, status mapping, SLA, and assignment |
| Provider handoff | Confirm target provider, required fields, and source-system response |
| Write-back | Confirm approved field list, retry behavior, and rollback procedure |
| Closeout support | Confirm evidence, root cause, action taken, and final status |
Expected Output
An Agent-assisted CMMS workflow should produce:
- answer or draft tied to source records;
- cited work-order, asset, inspection, sensor, and document evidence;
- clear owner for review and approval;
- action boundary for read, draft, handoff, or write-back;
- recorded feedback after the reviewer accepts, edits, or rejects the output.
Validation Checklist
- Agent answers show the source records used.
- The Agent can explain provider status and common status separately.
- Draft actions remain reviewable before they affect provider workflows.
- Rejected recommendations capture the reason.
- Operator corrections are stored with the workflow record.
- Service account scopes match the intended action level.
Troubleshooting
| Symptom | Check |
|---|
| Agent misses recent work | Connector freshness, work-order filter, source status mapping, and sync state |
| Recommendation cites the wrong asset | MDM alias mapping, equipment bridge, and retired asset rule |
| Agent cannot create a draft | Action scope, review gate, tenant enablement, and provider ownership rule |
| Summary conflicts with dashboard | Dataset version, status mapping version, cached context, and sync time |
| Closeout review lacks evidence | ECM links, attachment sync, file permissions, and required evidence policy |