Explainability & Governance
Decision Trace · DI-2026-0922-001
Complete lineage from sensor data to operational action — retained for audit, accountability and continuous learning.
Lineage
Sensor / telemetry
Vibration 7.8 mm/s · Temp 87°C
Prediction PM-2026-184
78% bearing failure · 5–8 days
Decision Case
DI-2026-0922-001
Recommendation
Priority 87 · Saturday 22:00–01:00
Human Approval
Awaiting Plant Operations Manager
Work Order WO-2026-1042
Created on approval
Maintenance Outcome
Pending execution
Timeline
22 Sep 2026- 14:03Vibration anomaly detected
- 14:04Predictive model updated
- 14:04Failure probability changed 64% → 78%
- 14:05Decision case created
- 14:05Production context evaluated
- 14:05Spare part availability checked
- 14:05Technician availability evaluated
- 14:06Recommended action generated
Governance record
- Predictive model
- Bearing Degradation Model v2.3 (synthetic)
- Decision engine
- Weighted rules v1.4 · 8 factors
- Explanation layer
- Template-grounded GenAI (demo)
- Decision priority
- 87 / 100 (HIGH)
- Plan
- Saturday 22:00–01:00 · Maintenance Team B
- Approver
- Pending
- Approved at
- —
Separation of responsibilities
Predictive Model Output
Estimates what may happen (probability, horizon, RUL).
Decision Engine OutputTransparent scoring of context and alternatives; produces the recommendation.
Generative AI ExplanationExplains engine outputs in natural language. Does not decide.
Human DecisionAccountable approval, modification or rejection.