Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft SB-1018 · Su-30MKI · No. 107 Sqn 'Vipers' · AFS Akashdeep · Southern Air Command
Component Ejection Seat Cartridge Low · predicted failure mode: Progressive wear-out
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Model risk score 19.0/100 predictive maintenance model
Predicted RUL 246d remaining useful life
Health index 84/100 telemetry-derived
Model confidence 72% evidence density
Open snags (tail) 0 unscheduled, open
Aircraft status AOG 1693 flt hrs · 16y 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 19.0/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Health-index deficit 30% 16% 4.8 pts health 84/100
Component criticality 14% 30% 4.2 pts Low
Cumulative duty (flight hrs) 8% 47% 3.8 pts 1,693 flight hrs
Airframe age 5% 64% 3.2 pts 16 yrs (inducted 2010)
Spare exposure 3% 100% 3.0 pts 0 on hand, lead 61d
Failure imminence 28% 0% 0.0 pts ~246d to predicted failure
Recent unscheduled snags 12% 0% 0.0 pts 0 unscheduled events on tail
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — SB-1018

scheduled vs unscheduled events per month

This component — Ejection Seat Cartridge

0 events
DateTypeSeverityStatusDowntime
No prior events logged for this component.

Full aircraft history

4 events
DateComponentTypeSevStatusDT
2026-01-24Brake AssemblySched High Closed 16.3h
2025-09-30Hydraulic Pump AssemblySched Med Closed 29.5h
2025-01-02Environmental Control PackSched Med Closed 9.7h
2024-10-09Engine Turbine ModuleSched Low Closed 78.8h

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