Component root-cause analysis / predictive deep-dive
AI mode: ON Synthetic demonstration data — not operational
Aircraft SB-1055 · Su-30MKI · No. 120 Sqn 'Spartans' · AFS Prahar · Southern Air Command
Component APU Starter Med · predicted failure mode: Brush & bearing wear
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Model risk score 76.4/100 predictive maintenance model
Predicted RUL 6d remaining useful life
Health index 39/100 telemetry-derived
Model confidence 92% evidence density
Open snags (tail) 1 unscheduled, open
Aircraft status Operational 2843 flt hrs · 16y old
AI root-cause analysis
Generating AI analysis…

Predicted failure mode

Brush & bearing wear — leading signals: start-time creep, current spikes.

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: start-time creep, current spikes

Why — model risk drivers

Feature attribution — substantiating data points

contributions sum to the 76.4/100 risk score
Risk driverWeightSeverityContributionSubstantiating evidence
Failure imminence 28% 90% 25.2 pts ~6d to predicted failure
Health-index deficit 30% 61% 18.3 pts health 39/100
Recent unscheduled snags 12% 100% 12.0 pts 8 unscheduled events on tail
Component criticality 14% 60% 8.4 pts Med
Cumulative duty (flight hrs) 8% 79% 6.3 pts 2,843 flight hrs
Airframe age 5% 64% 3.2 pts 16 yrs (inducted 2010)
Spare exposure 3% 100% 3.0 pts 4 on hand, lead 43d
🔒 Source: components · maintenance_events · aircraft · spares — model: gradient-weighted risk attribution · governed & traceable

Maintenance activity — SB-1055

scheduled vs unscheduled events per month

This component — APU Starter

4 events
DateTypeSeverityStatusDowntime
2026-05-23Unscheduled Med Open 24.6h
2025-11-24Unscheduled Med Closed 5.3h
2025-06-24Unscheduled Med Closed 29.4h
2025-04-01Unscheduled Low Closed 18.6h

Full aircraft history

12 events
DateComponentTypeSevStatusDT
2026-05-23APU StarterUnsch Med Open 24.6h
2026-04-08Flight Control ComputerSched Low Closed 50.3h
2026-03-31Oxygen RegulatorSched Med Closed 51.7h
2025-11-24APU StarterUnsch Med Closed 5.3h
2025-08-10Hydraulic Pump AssemblyUnsch Med Closed 20.4h
2025-06-24APU StarterUnsch Med Closed 29.4h
2025-06-17Hydraulic Pump AssemblyUnsch High Closed 25.7h
2025-04-01APU StarterUnsch Low Closed 18.6h
2025-03-08Oxygen RegulatorUnsch High Closed 35.2h
2024-12-11Flight Control ComputerUnsch Low Closed 89.5h
2024-11-06Nose Wheel AssemblySched Med Closed 74.7h
2024-09-03Nose Wheel AssemblySched Med Closed 87.3h

Lead-time history

12 months · current 43d

Stock on hand vs reorder

current 4 · reorder 6

Required spare & prescriptive action

Required spare
APU Starter
on hand 4 · reorder 6 · lead 43d · Med
Stock is at/below reorder and lead time has risen to 43 dayspre-position APU Starter at AFS Prahar 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
2025-0723d27 108
2025-0822d26 34
2025-0928d22 108
2025-1025d19 97
2025-1129d19 106
2025-1233d15 77
2026-0134d13 117
2026-0237d13 108
2026-0336d11 66
2026-0438d7 45
2026-0539d7 35
2026-0643d4 07
🔒 Source: spares · spares_history · consumption · governed & traceable