This playbook guides startups on AWS to balance AI ambition with cost control and compliance, using tools like AWS Budgets, SageMaker, and compliance services to ensure scalable, secure, and budget-conscious AI growth.

This guide outlines a lean, scalable AWS data strategy for startups, emphasizing simplicity, cost control, compliance, real-time processing, and readiness for AI to support growth without over-engineering.