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Detecting Subsystem Degradation
Over the Vehicle Lifecycle

EV OEM · Fleet quality programs and long-term durability monitoring

Challenge

  • As EVs accumulate mileage, subsystems degrade at different rates, but degradation remains invisible until it causes functional failure.

  • 2–10% higher energy consumption appears long before systems fail, with no way to detect which subsystem is the culprit.

  • Root-cause analysis is slow, expensive and often inconclusive, leading to costly recalls or field campaigns.

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V-Hola Solution

  • Continuous subsystem energy trace across the entire vehicle lifecycle in both OEM fleets and customer operations.

  • Detection of gradual increases in energy load for specific components versus their original baseline performance.

  • Early-stage degradation flagging before customers or fleets experience range loss or no-start events.

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Impact

  • Ongoing verification of energy impact over time and distance, enabling predictive warranty and quality strategies.

  • Early detection minimizes cascading failures and prevents costly field campaigns or recalls.

  • Enables design improvements in future programs by identifying subsystems with accelerated degradation patterns.

  • Builds a continuous quality baseline from production through the vehicle's operational life.

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Customer Profile

  • Global EV OEM with active quality and durability programs across fleet cohorts.

  • Focus on long-term vehicle health monitoring and predictive warranty management.

  • Need for early detection of performance drift to minimize customer impact and operational cost.

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