How engineering teams apply Quix to real problems — from single test rigs to whole-fleet analytics
Automotive · ADAS
80% of regression checks run without a rig
Ingest every sensor stream with scenario and software context attached, replay historical runs into new model versions, and generate safety-case evidence continuously.
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Automotive · Battery testing
75% less rig time per validation cycle
Monitor rigs live, catch degradation before damage is done, and validate BMS hypotheses against every previous test without new rig time.
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Automotive · Durability
30% fewer proving ground days
Capture road load data with configuration context attached, query load events by severity and type, and feed FEA models with traceable, reusable inputs.
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Automotive · Fleet analytics
30,000+ CAN signals logged per vehicle
Log every CAN signal across the fleet, query traces in one place, and surface silent anomalies before they become field problems.
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Automotive · NVH
90% faster dataset retrieval
Store high-frequency acoustic and vibration data with full configuration context, so cross-variant comparison is a query, not a file hunt.
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Automotive · Powertrain
90% faster calibration iterations
Close the sim-to-test loop in hours: dyno data streams through the Simulink comparison automatically, tagged with the calibration map, ECU flash and rig configuration.
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