Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft JG-1006 · Jaguar-class · No. 103 Sqn 'Tridents' · AFS Vayuputra · Western Air Command
Component Compressor Blade Set High · predicted failure mode: High-cycle fatigue cracking
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Model risk score 31.4/100 predictive maintenance model
Predicted RUL 259d remaining useful life
Health index 82/100 telemetry-derived
Model confidence 84% evidence density
Open snags (tail) 0 unscheduled, open
Aircraft status AOG 1972 flt hrs · 20y 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

telemetry-derived health index · signals: vibration harmonics, efficiency loss

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 31.4/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Component criticality 14% 100% 14.0 pts High
Health-index deficit 30% 18% 5.4 pts health 82/100
Cumulative duty (flight hrs) 8% 55% 4.4 pts 1,972 flight hrs
Airframe age 5% 80% 4.0 pts 20 yrs (inducted 2006)
Recent unscheduled snags 12% 25% 3.0 pts 1 unscheduled events on tail
Spare exposure 3% 20% 0.6 pts 1 on hand, lead 26d
Failure imminence 28% 0% 0.0 pts ~259d to predicted failure
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — JG-1006

scheduled vs unscheduled events per month

This component — Compressor Blade Set

2 events
DateTypeSeverityStatusDowntime
2026-05-20Unscheduled Med Closed 8.5h
2026-01-03Scheduled Low Closed 89.8h

Full aircraft history

7 events
DateComponentTypeSevStatusDT
2026-05-20Compressor Blade SetUnsch Med Closed 8.5h
2026-04-11Hydraulic Pump AssemblySched Low Closed 81.0h
2026-01-03Compressor Blade SetSched Low Closed 89.8h
2025-08-06Nose Wheel AssemblySched High Closed 11.1h
2025-07-20Pitot-Static ProbeSched Low Closed 23.7h
2024-12-17Hydraulic Pump AssemblySched Low Closed 65.0h
2024-08-28Pitot-Static ProbeSched Med Closed 59.8h

Lead-time history

12 months · current 26d

Stock on hand vs reorder

current 1 · reorder 6

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 dayspre-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

MonthLead timeOn handReceivedConsumed
2025-0711d16 1412
2025-0813d16 1410
2025-0911d11 1210
2025-1018d10 129
2025-1118d9 1411
2025-1220d8 1512
2026-0122d7 1410
2026-0218d5 139
2026-0324d5 810
2026-0424d2 139
2026-0524d2 119
2026-0626d1 011
🔒 Source: spares · spares_history · consumption · governed & traceable