Strong data foundations on AWS—quality, accessible, governed data—are crucial for AI success. Use AWS tools like S3, Lake Formation, SageMaker, and Glue to build scalable, compliant, cost-optimized AI that drives clear commercial outcomes.

Build an AWS-native startup AI model by aligning AI to revenue, managing FinOps, security, and compliance, implementing strong governance, and leveraging AWS tools for scalable, secure, efficient delivery.

Fast-growing AWS startups should prioritize data quality, governance, and maturity over volume. Focus on scalable, cost-effective solutions and prepare infrastructure to leverage GenAI for business success.