Building an AI Cloud Cost Intelligence Platform That Doesn't Let AI Make Infrastructure Decisions

A developer rebuilt an Azure cost optimization platform after discovering the LLM generated invalid VM SKUs and malformed CLI commands. The new architecture reserves AI for explaining decisions verified by APIs and deterministic rules, not generating infrastructure recommendations.