Why Most AI Cloud Tools Start From Zero Every Time
There's a difference between an AI that can access your cloud and one that actually knows it.
Ask ChatGPT or Claude about your AWS account and it starts from zero. It has no idea what you're running, so you paste in an instance ID, or a security group, or copy some output from the console. Then a few minutes later, in the same conversation, you're doing it again.
Even the newer setups, where the AI connects to AWS directly, like Claude Code with the AWS MCP, work the same way underneath. The AI can call the AWS API and read whatever comes back, but it doesn't remember your account between questions. Ask "any security issues?" and it checks security groups, S3 policies, IAM users, one by one, every single time, and forgets all of it the moment you ask again.
I lived this problem before I built the fix
I learned AWS in the UAE, while working a job that had nothing to do with cloud. Cert study, at night, on my own time... ChatGPT open on one side of the screen, the AWS console open on the other. I'd describe what I was trying to build, copy details across, and then explain the same setup again the next night, because ChatGPT didn't remember any of it.
That gap, an AI that can answer questions but doesn't actually know what's in your account, is the reason Liberra exists.
What the Cloud Index actually is
Liberra scans your AWS account before you ask anything. Resources, costs, security findings, and how everything connects to everything else, indexed and ready. When you ask a question, the AI isn't making a fresh round of API calls to figure out an answer. It's answering from what it already knows about your account.
It's the same idea Cursor uses for your codebase, applied to your cloud. Cursor indexes your code so the AI can answer questions about it instantly instead of reading every file from scratch each time. The Cloud Index does that for your AWS account.
The index has a limit, and I'd rather tell you than hide it
The index is a snapshot. It syncs periodically, and the app shows you exactly when it last synced. If something changed in AWS a minute ago and the index hasn't caught up yet, the AI checks AWS directly before it acts, and live state always wins over the snapshot when the two disagree. It's memory plus verification, and the AI knows the difference between the two.
Reads happen instantly off the index. Any write waits for your approval before it runs, and deletes are blocked in the code itself, not just discouraged in a prompt.
Founder, Liberra AI