This AWS-first framework guides startups in build vs. buy decisions for data and AI platforms by evaluating TCO, time to value, vendor lock-in, scalability, security, compliance, AWS services, funding, AI readiness, governance, and FinOps.

AWS-native startups should prioritize AI use cases by assessing business value, feasibility, risk, and speed of impact. Use AWS tools like SageMaker and Bedrock, manage security and costs, and validate ROI with pilots to optimize resources and outcomes.