
Detecting Subsystem Degradation
Over the Vehicle Lifecycle
EV OEM · Fleet quality programs and long-term durability monitoring
Challenge
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As EVs accumulate mileage, subsystems degrade at different rates, but degradation remains invisible until it causes functional failure.
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2–10% higher energy consumption appears long before systems fail, with no way to detect which subsystem is the culprit.
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Root-cause analysis is slow, expensive and often inconclusive, leading to costly recalls or field campaigns.
V-Hola Solution
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Continuous subsystem energy trace across the entire vehicle lifecycle in both OEM fleets and customer operations.
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Detection of gradual increases in energy load for specific components versus their original baseline performance.
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Early-stage degradation flagging before customers or fleets experience range loss or no-start events.
Impact
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Ongoing verification of energy impact over time and distance, enabling predictive warranty and quality strategies.
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Early detection minimizes cascading failures and prevents costly field campaigns or recalls.
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Enables design improvements in future programs by identifying subsystems with accelerated degradation patterns.
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Builds a continuous quality baseline from production through the vehicle's operational life.
Customer Profile
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Global EV OEM with active quality and durability programs across fleet cohorts.
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Focus on long-term vehicle health monitoring and predictive warranty management.
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Need for early detection of performance drift to minimize customer impact and operational cost.
