This playbook guides startups on AWS to balance AI innovation with financial discipline, covering cost forecasting, controlled experimentation, build vs buy choices, LLM cost optimization, infrastructure selection, FinOps strategies, and a 90-day scaling plan.

This playbook guides managing AI GPU costs on AWS by leveraging cost-efficient instances, spot instances, right-sizing, autoscaling, and AWS tools to optimize spending and align technical choices with business value.