
Field Testing with High-Resolution Energy Insight
EV OEMs · Endurance & field-test fleet programs
Challenge
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Tens of thousands of test kilometers still only reveal vehicle-level energy consumption, not what each subsystem is doing.
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There is no real visibility into HV/LV subsystem behavior in real-world driving, even though identical vehicles show 5–20% energy variance.
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Root-cause analysis depends on guesswork and repeated test loops, generating huge data volume without actionable insight.
V-Hola Solution
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Non-intrusive, high-resolution energy trace for every kilometer of field and endurance testing.
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Fingerprinting of HV and LV subsystem behavior across diverse routes, temperatures and duty cycles.
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Continuous detection of drift versus baseline patterns with automatic anomaly lagging.
Impact
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Transforms mileage accumulation into high-resolution energy validation with subsystem-level insight.
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Identifies root cause of anomalies early in the validation cycle, before launch issues emerge.
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Enables robust energy-stability benchmarking across platforms, trims and usage profiles.
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Accelerates SOP readiness and minimizes post-launch surprises in real customer usage.
Customer Profile
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Global EV and hybrid-vehicle manufacturer.
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Large endurance and field-test fleets across multiple climates and routes.
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Programs focused on durability, range robustness and post-launch quality assurance.
