# Is your AI-built app ready for production?

URL: https://dailymind.eu/agent-ops/vibe-coded-app-production-readiness/

**Short answer:** Not until someone has checked secrets, authentication, database access rules, backups, monitoring, and personal-data handling. AI app builders get you to a working demo fast. The gaps sit in what a demo never exercises: hostile users, real volumes, failed payments, and lost data.

## The usual gaps

- Secrets in code or in git history, including API keys shipped to the browser.
- Database access rules missing or too broad, such as row-level security turned off, so one user can read another user's data.
- Authentication edge cases: password reset, session expiry, email verification, and unprotected admin routes.
- No input validation, which leaves room for injection and broken records.
- No backups, no tested restore, and schema changes made by hand instead of migrations.
- No error tracking or uptime monitoring, so users find outages first.
- Unbounded calls to paid APIs, including AI models, with no per-user limits.
- Personal data without the basics GDPR expects: a privacy policy, a lawful basis, processor agreements, and cookie consent where needed.

## Before-launch checklist

- Rotate every key that was ever committed, and move secrets to the platform's secret store.
- Turn on and test database access rules with two test accounts.
- Add rate limits and spending caps on paid APIs.
- Set up automated backups and do one restore.
- Add error tracking, uptime checks, and alerts that reach a person.
- Write down where personal data lives and who processes it.

## Fix or rebuild?

Most AI-built apps can be fixed in place: the structure is usually fine and the gaps are in security, data, and operations. A rebuild is worth it when the data model is wrong for the business, or when nobody can change the code without breaking something else. A review tells you which case you are in before you spend money.

## How DailyMind helps

A fixed-scope review of your app and its infrastructure, a ranked list of what to fix first, and hands-on fixes with your team. We work with PostgreSQL and Supabase stacks, Cloudflare, Docker, and Kubernetes.

## Frequently asked questions

**Do we have to rewrite the app?** Usually not. Most gaps are configuration, access rules, and missing operations, all of which can be fixed in place. We say so plainly if a rebuild is cheaper.

**How long does a review take?** It depends on the size of the app and its integrations. We scope it after a first call and give a fixed price before starting.

**Can we keep building with AI tools afterwards?** Yes. We add the checks, such as tests, access-rule tests, and secret scanning, so new AI-generated changes are caught before they ship.

Author: Katerina Bletsch, DailyMind LTD. Updated 2026-10-24. Contact: https://dailymind.eu/contact/