Automotive Technology ISV — Predictive ML at Scale

75 billion data points a day. 74% prediction accuracy. Three weeks. They left with a new AI revenue line for their automaker customers.

A connected vehicle technology company needed a production ML platform that could handle extreme telemetry scale and support new AI-driven product lines for international automaker customers. VeUP scoped, built, and handed over a production SageMaker platform in three weeks.

In production

• 74% accuracy against a >70% target on first delivery
• R² of 0.82 on held-out test data
• 75 billion data points per day in production
• New AI/ML product line enabled for international automaker customers
• Customer-operated independently since March 2026

AWS Services:

Amazon SageMaker

Amazon S3

Apache Iceberg

AWS Glue

Amazon Athena