It absolutely counts as a POC app until it's production grade, deployed, being used by people, maintained over time, etc. This doesn't mean that it's not usefu

It absolutely counts as a POC app until it's production grade, deployed, being used by people, maintained over time, etc. This doesn't mean that it's not useful, or that you shouldn't be happy with what the LLM built. I also had Claude Code build me a web app for my own personal use in Rust this week. It's very useful to me. But it is 100% of POC/MVP quality, and always will be, because the code that it created is abjectly awful and I would never be able to scale it into a real world service without rewriting 50+% of it.