# AI App Production-Readiness Review

A working demo proves potential. It does not prove that authorization is correct, customer data is isolated, payments are verified, backups can be restored, or future changes are safe.

The review covers critical user flows, authentication and authorization, database integrity, payment webhooks, secrets, dependencies, deployment, backups, observability, architecture, and maintainability. Findings are ranked by customer and business risk with reproducible evidence, repair options, and effort ranges.

C5H begins with a preserve-first assumption. Replacement is recommended only when the evidence supports it. The report can be used with C5H or another engineering team.