Model risk score
66.8/100
predictive maintenance model
Predicted RUL
10d
remaining useful life
Health index
32/100
telemetry-derived
Model confidence
76%
evidence density
Open snags (tail)
0
unscheduled, open
Aircraft status
Operational
3017 flt hrs · 9y old
✨ AI root-cause analysis
Generating AI analysis…
Predicted failure mode
High-cycle fatigue cracking — leading signals: vibration harmonics, efficiency loss.
See the Predictive model tab for the substantiating data points and the Maintenance & spare tab for history and the prescriptive action.
Health degradation & failure projection
Why — model risk drivers
Feature attribution — substantiating data points
| Risk driver | Weight | Severity | Contribution | Substantiating evidence |
|---|---|---|---|---|
| Failure imminence | 28% | 83% | 23.3 pts | ~10d to predicted failure |
| Health-index deficit | 30% | 68% | 20.4 pts | health 32/100 |
| Component criticality | 14% | 100% | 14.0 pts | High |
| Cumulative duty (flight hrs) | 8% | 84% | 6.7 pts | 3,017 flight hrs |
| Airframe age | 5% | 36% | 1.8 pts | 9 yrs (inducted 2017) |
| Spare exposure | 3% | 20% | 0.6 pts | 1 on hand, lead 26d |
| Recent unscheduled snags | 12% | 0% | 0.0 pts | 0 unscheduled events on tail |
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Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable
Maintenance activity — TT-1001
This component — Compressor Blade Set
| Date | Type | Severity | Status | Downtime |
|---|---|---|---|---|
| 2026-01-06 | Scheduled | Med | Closed | 27.5h |
Full aircraft history
| Date | Component | Type | Sev | Status | DT |
|---|---|---|---|---|---|
| 2026-01-06 | Compressor Blade Set | Sched | Med | Closed | 27.5h |
| 2025-11-16 | APU Starter | Sched | Low | Closed | 88.9h |
| 2025-01-21 | Cockpit Display Unit | Sched | Med | Closed | 5.6h |
| 2024-09-22 | Fuel Control Unit | Sched | High | Closed | 56.7h |
Lead-time history
Stock on hand vs reorder
Required spare & prescriptive action
Required spare
Compressor Blade Set
on hand 1 · reorder 6 · lead 26d ·
Med
Stock is at/below reorder and lead time has risen to 26 days —
pre-position Compressor Blade Set at AFS Vayuputra now to avoid an AOG when the component is pulled.
The same chain is visible fleet-wide on the diagnostic drill-down.
Monthly receipts & consumption
| Month | Lead time | On hand | Received | Consumed |
|---|---|---|---|---|
| 2025-07 | 11d | 16 | 14 | 12 |
| 2025-08 | 13d | 16 | 14 | 10 |
| 2025-09 | 11d | 11 | 12 | 10 |
| 2025-10 | 18d | 10 | 12 | 9 |
| 2025-11 | 18d | 9 | 14 | 11 |
| 2025-12 | 20d | 8 | 15 | 12 |
| 2026-01 | 22d | 7 | 14 | 10 |
| 2026-02 | 18d | 5 | 13 | 9 |
| 2026-03 | 24d | 5 | 8 | 10 |
| 2026-04 | 24d | 2 | 13 | 9 |
| 2026-05 | 24d | 2 | 11 | 9 |
| 2026-06 | 26d | 1 | 0 | 11 |
🔒
Source: spares · spares_history · consumption · governed & traceable