Predict Failure and Plan Intervention — Agent-Assisted Lens

Maintenance Planning Agent prepares Assess Prognostic Data Quality and Predict Asset Failure Probability using governed asset context. Maintenance Planner reviews the prepared evidence before Estimate Remaining Useful Life. The agent then assists Generate Predictive Maintenance Recommendation, while the accountable role confirms the final Optimize Intervention Timing decision or result.