๐Ÿ”ฎ Predictive Parts Dashboard

6 urgent

AI-driven part health ยท predictive ordering ยท seasonal degradation modelling

โšก Critical AlertBus 8501 ยท Air Filter at 8% health ยท failure @ 249,200 km
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Fleet Health Overview

spring seasonยท Durham Region, Ontario ยท March 2026

Active Alerts

12

Critical

3

High Priority

3

Medium Priority

3

Order Now

6

Seasonal Risk

8

Filter:12 notifications
CRITICALBus 8501โšก Air Filter โ€” Failure Risk

Bus 8501: Air Filter (6389969) is at 8% health at 248,400 km. Projected failure at 249,200 km (~Mar 17, 2026). Immediate action required.

8%
failure_riskorder_nowwinter_stress
Failure @ 249,200 kmOrder by 2026-03-16Urgency score: 98
CRITICALBus 6115โšก Brake Tr. Clip โ€” Failure Risk

Bus 6115: Brake clip at 14% health at 312,100 km. Winter salt accelerating wear at ร—1.50. Projected failure at 313,800 km (~Mar 19, 2026). Order part 6351580 now.

14%
failure_riskorder_nowseasonal_riskwinter_stress
Failure @ 313,800 kmOrder by 2026-03-17Urgency score: 95
CRITICALBus 8425โšก Wabasto Cartridge โ€” Failure Risk

Bus 8425 (Westney Garage): Webasto heater cartridge at 18% health. Unit operates in Westney โ€” heater is essential through March. Failure projected at 279,400 km (~Mar 20).

18%
failure_riskorder_nowwinter_stress
Failure @ 279,400 kmOrder by 2026-03-18Urgency score: 92
HIGHBus 8533Dryer Cartridge โ€” Order Now

Bus 8533: Dryer Cartridge (ร—2 required) at 31% health. Lead time is 5 business days. Order by Mar 20 to beat projected failure at 261,000 km (~Mar 25, 2026).

31%
order_nowseasonal_risk
Failure @ 261,000 kmOrder by 2026-03-20Urgency score: 79
HIGHBus 7110Transmission Filter โ€” Order Now

Bus 7110: Transmission filter at 28% health at 190,800 km. 4,200 km to projected failure. Order 0501.216.503 immediately โ€” 5-day lead time means it may not arrive in time.

28%
order_nowmileage_due
Failure @ 195,000 kmOrder by 2026-03-18Urgency score: 76
HIGHBus 8560Cool. Filter West โ€” Order Now

Bus 8560: Coolant filter at 34% health. Cold-start thermal cycling has accelerated wear by +30% this winter. Failure projected ~Apr 1, 2026 at 228,600 km.

34%
order_nowwinter_stresswear_accelerated
Failure @ 228,600 kmOrder by 2026-03-22Urgency score: 71
MEDIUMBus 0109Fuel Filter โ€” Order Soon

Bus 0109: Fuel filter at 44% health. Estimated failure ~Apr 12, 2026 at 96,400 km. Consider ordering alongside next scheduled A service to avoid separate callout.

44%
order_soon
Failure @ 96,400 kmOrder by 2026-04-07Urgency score: 48
MEDIUMBus 8608Hydraulic Filter โ€” Order Soon

Bus 8608: Hydraulic filter at 49% health. Spring thaw and road debris will accelerate wear through April. Failure projected at 345,200 km (~Apr 18).

49%
order_soonseasonal_risk
Failure @ 345,200 kmOrder by 2026-04-13Urgency score: 44
MEDIUMBus 6125Wabasto Cartridge โ€” Order Soon

Bus 6125: Heater cartridge at 47% health. HVAC seasonal multiplier ร—1.20 still active in March. Failure projected ~Apr 5, 2026. Bundle with next B service.

47%
order_soonwinter_stress
Failure @ 198,700 kmOrder by 2026-03-31Urgency score: 42
LOWBus 8445Barium Grease โ€” Seasonal Risk

Bus 8445: Road salt and brine exposure accelerates brake wear +30% in March. Barium grease at 61% health โ€” monitor closely; schedule re-application at next C service.

61%
seasonal_riskwinter_stress
Failure @ 198,000 kmUrgency score: 22
LOWBus 7124DEF Filter โ€” Monitor

Bus 7124: DEF filter at 58% health. No immediate action needed. Flag for ordering at next scheduled D service interval (~May 2026).

58%
mileage_due
Failure @ 420,000 kmUrgency score: 18
LOWBus 8620Crankcase Filter โ€” Monitor

Bus 8620: Crankcase filter at 63% health. Historically, this bus/part combo has required early replacement โ€” flag for technician inspection at next A service.

63%
historically_bad
Failure @ 389,000 kmUrgency score: 16