Start with a small review, not a big project.
If your MVP runs but you are not sure it is safe to put in front of real users, begin with a bounded audit: what can break before launch, and what to fix in the next two to four weeks.
When to write
Your AI-built MVP works in demos only
The product looks convincing in a walkthrough but starts breaking once real users, data, permissions, or edge cases appear.
The codebase feels impossible to trust
Nobody on the team can confidently explain what the AI generated, or what can be changed safely.
You need a plain Go / No-Go
You want the launch decision in plain English, and a practical next step, before adding features or hiring another contractor.
Tell me what is blocking launch
Leave an address and describe the risk. I reply from a real inbox, and start from the safest next step.
If you're not sure, start with the Launch Gate Audit.