Driving Intelligent Quality in the Software-Defined Vehicle Era

This article describes how Upstream's Proactive Quality Detection (PQD) solution transforms automotive quality management from reactive to proactive using AWS services and AI/ML.

• PQD enables early detection of vehicle quality issues before costly recalls and warranty claims occur
• Connected vehicles generate terabytes of daily data; PQD ingests and analyzes this at scale
• Ocean AI engine performs temporal modeling, population correlation, and generative analysis on fleet telemetry
• AWS IoT Core, EKS, Kinesis, and MSK handle high-volume data ingestion and processing
• Amazon Bedrock powers natural language querying and hypothesis generation for root cause analysis
• Security findings exported to AWS Security Hub and Amazon Security Lake for SOC workflows
• OEMs can reduce recalls, accelerate countermeasures, and improve cross-team collaboration

PQD leverages AWS cloud infrastructure to operationalize fleet data as continuous quality intelligence, enabling automotive manufacturers to identify and resolve issues before they impact customers.