Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft TH-1008 · Transport (Heavy) · No. 108 Sqn 'Hawks' · AFS Akashdeep · Southern Air Command
Component Ejection Seat Cartridge Low · predicted failure mode: Progressive wear-out
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Model risk score 35.6/100 predictive maintenance model
Predicted RUL 174d remaining useful life
Health index 69/100 telemetry-derived
Model confidence 92% evidence density
Open snags (tail) 0 unscheduled, open
Aircraft status AOG 2455 flt hrs · 8y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Progressive wear-out — leading signals: trend-based health degradation.

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: trend-based health degradation

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 35.6/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Recent unscheduled snags 12% 100% 12.0 pts 5 unscheduled events on tail
Health-index deficit 30% 31% 9.3 pts health 69/100
Cumulative duty (flight hrs) 8% 68% 5.5 pts 2,455 flight hrs
Component criticality 14% 30% 4.2 pts Low
Spare exposure 3% 100% 3.0 pts 0 on hand, lead 61d
Airframe age 5% 32% 1.6 pts 8 yrs (inducted 2018)
Failure imminence 28% 0% 0.0 pts ~174d to predicted failure
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — TH-1008

scheduled vs unscheduled events per month

This component — Ejection Seat Cartridge

2 events
DateTypeSeverityStatusDowntime
2025-12-16Unscheduled Med Closed 16.6h
2024-09-03Unscheduled Low Closed 72.4h

Full aircraft history

7 events
DateComponentTypeSevStatusDT
2026-03-11Main Landing Gear ActuatorUnsch High Closed 25.0h
2025-12-16Ejection Seat CartridgeUnsch Med Closed 16.6h
2025-04-12Main Landing Gear ActuatorUnsch Low Closed 75.4h
2025-02-28Hydraulic Pump AssemblySched Med Closed 18.0h
2025-01-19Generator Control UnitUnsch Low Closed 57.6h
2024-09-03Ejection Seat CartridgeUnsch Low Closed 72.4h
2024-08-03Generator Control UnitSched Low Closed 30.3h

Lead-time history

12 months · current 61d

Stock on hand vs reorder

current 0 · reorder 8

Required spare & prescriptive action

Required spare
Ejection Seat Cartridge
on hand 0 · reorder 8 · lead 61d · High
Stock is at/below reorder and lead time has risen to 61 dayspre-position Ejection Seat Cartridge at AFS Akashdeep 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
2025-0745d12 117
2025-0851d11 86
2025-0950d13 86
2025-1049d11 87
2025-1150d8 64
2025-1253d9 95
2026-0155d5 57
2026-0254d5 95
2026-0360d3 56
2026-0460d3 75
2026-0560d2 56
2026-0661d0 04
🔒 Source: spares · spares_history · consumption · governed & traceable