The product was built fast. Now it has to hold up.
You shipped quickly with AI tools or added AI features, and now the product breaks under real users, does not scale, or is not safe to put in front of paying customers.
- No one on the team can take the AI feature past the prototype
- Errors fail silently and nobody owns the fix
- Security, data and payments need a grown-up architecture




