This playbook guides AWS-native startups to prioritize revenue-driven AI use cases, balance build vs. buy decisions, implement data governance, manage ML costs with FinOps, and ensure risk compliance for impactful AI strategies.

This guide explains how AWS startups can turn generative AI from proof-of-concept into measurable business impact by focusing on clear goals, key metrics, risk management, and strategic choices for ROI.