Challenge: A fleet manager needs to identify why 5 vehicles out of 50 are showing 15% higher fuel consumption.
Solution: VEHICLE-LAB ingests logs from the entire fleet. The FuelAgent normalizes data against route topography and load.
Result: Identified aggressive acceleration patterns in specific drivers. Implemented training, reducing fleet-wide consumption by 8%.
Challenge: Engineers spend hours manually verifying if test cycles meet strict EU WLTP/RDE standards.
Solution: The WLTPAgent automatically validates velocity profiles, soak times, and ambient conditions against the standard.
Result: Instant "Pass/Fail" reports generated immediately after test completion. Zero manual calculation errors.
Challenge: Customer complaints about "jerky" shifting in stop-and-go traffic.
Solution: The GearAgent and DrivabilityAgent analyze high-frequency transmission data to detect "Gear Hunting" and oscillation events.
Result: Pinpointed calibration map dead-zones causing the oscillation. Fixed in next OTA update.