# AI-built MVP production readiness

An AI-built MVP can be impressive without being ownable. Production readiness checks whether the product can survive customers, investors, delivery handoff and operational use.

## Direct answer

An AI-built MVP is production-ready only when ownership, architecture, security, data handling, testing, deployment, observability and support expectations are clear enough for real users.

## Useful when

- A founder has built an MVP with Claude Code, Codex, Copilot or similar tools
- A non-technical founder needs independent product hardening judgement
- Investors or customers are about to scrutinise the product
- A development agency is about to inherit the codebase
- The team needs to know what to keep, harden or rebuild

## Related terms

AI-built MVP, AI-coded product, Claude Code MVP, Codex MVP, MVP hardening, production-readiness review, technical due diligence