| Primary job | Display sensor status, gas values, alarms, and trend views for one monitoring environment. | Package DGA evidence with asset context, source quality, lab confirmation, load history, reviewer notes, and action rationale. |
| Context beyond gas | Often limited to the dashboard vendor's monitor data and alarm logic. | Correlates DGA with oil quality, inspection, thermal loading, maintenance history, criticality, and lifecycle consequences. |
| AI assistance | May summarize alarms, but source-to-decision governance is often outside the dashboard. | Uses agentic AI to draft bounded alert-review packages that engineers can edit, approve, reject, or escalate. |
| Audit trail | Alert acknowledgement and screenshots may not explain why action was or was not taken. | Preserves source links, uncertainty, reviewer signoff, and decision records for future failure-review and audit questions. |