What's Real, What's Automation, What's Marketing, and What Actually Cuts Your Bill
 

Most "AI" cloud optimization tools aren't actually agents 

If you've sat through a cloud vendor pitch lately, you've heard it: "Our AI platform for cloud optimization will autonomously rightsize your environment, find waste, and slash your bill — all while you sleep." Sometimes it's true. More often, it's automation with an LLM-powered chat interface bolted on top.

You've seen the headlines. "Three easy ways to cut your cloud bill." "High-impact, low-effort cost savings." “Quick wins.” "Start optimizing in minutes."

If your company runs on AWS, relies on AWS-native tools, and you've tried to act on any of that advice, you know the truth: it's not easy, it's rarely straightforward, and "low effort" is doing a lot of heavy lifting in those sentences.