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.

Early-stage AWS startups must assess AI readiness by defining clear success metrics, understanding unit economics, establishing strong data and security foundations, choosing suitable AWS AI tools, and running focused 4–6 week pilots to ensure AI drives real business value.