Short answer: A vibe-coded app can go to production safely, but not as it is. Research by Apiiro found that AI-assisted developers worked about four times faster but created ten times the security issues (reported by Engadget, November 2026). Before real users arrive, you need to fix four things: data access rules, secrets, login and payments, and testing.
Summary
Tools like Lovable, Bolt and Replit can get you to a working demo in days.
The same speed creates hidden problems: open databases, exposed keys and weak logins.
Lovable apps have already leaked real user data, including 18,697 records from a single app in 2026.
A production-readiness review covers data rules, secrets, authentication, payments, testing and monitoring.
Depending on the app, fixing it can take a few weeks; rebuilding it can take a few months.
In this article
What is a vibe-coded app?
Why do vibe-coded apps break in production?
What has already gone wrong with vibe-coded apps?
The production-readiness checklist
Should you fix your vibe-coded app or rebuild it?
Common mistakes when launching a vibe-coded app
FAQ
What is a vibe-coded app?
A vibe-coded app is software built mostly by describing what you want to an AI tool, rather than writing the code yourself. Popular tools include Lovable, Bolt, Replit, Base44 and Cursor. Founders use them to build prototypes and first versions fast, often without an engineer on the team.
Vibe coding is a great way to test an idea. The trouble starts when the prototype quietly becomes the product.
Why do vibe-coded apps break in production?
Vibe-coded apps break in production because AI tools optimize for “it works on my screen”, not “it’s safe with 10,000 users”. The code usually runs. What’s missing is the protection around it.
Open data. Many apps launch with database security switched off, so one user can read another user’s data.
Exposed secrets. API keys and database passwords end up inside the code, where anyone can find them.
Weak logins. Authentication logic can be wrong in ways that only show up under real use.
No tests. Nobody knows what breaks when you change one thing.
No monitoring. You find out about problems from angry users, not alerts.
What has already gone wrong with vibe-coded apps?
Real user data has already leaked from vibe-coded apps. Lovable, a vibe-coding platform with around eight million users, is the best-documented example (The Next Web, 2026).
When | What happened |
|---|---|
May 2025 | A study of 1,645 Lovable-built apps found 170 that let anyone access personal information. About 70% of the flawed apps had row-level security, the setting that stops users seeing each other’s data, switched off. |
February 2026 | A single app featured on Lovable’s Discover page exposed 18,697 user records, including student accounts, because its login logic was reversed. |
March–April 2026 | A flaw let anyone with a free account access other users’ source code and database credentials. The flaw stayed open for 48 days. |
These problems aren’t unique to Lovable. They come from shipping AI-generated code without a security review.
Built your MVP with Lovable, Bolt or Replit? Type B Digital helps founders take vibe-coded apps to production. Book a free 30-minute review and we’ll tell you what to fix first.
The production-readiness checklist
Use this checklist before you invite real users or take payments. Each item is a common failure point we look for in reviews.
Area | What to check | Why it matters |
|---|---|---|
Data access | Row-level security is on; users can only read their own data | Stops one user seeing everyone’s records |
Secrets | No API keys or passwords in the code; all stored in environment settings | Leaked keys mean leaked data and surprise bills |
Authentication | Login, password reset and sessions are tested; admin pages are protected | Weak logins are the most common way in |
Payments | Payment logic runs on the server, not in the browser; webhooks are verified | Prevents fake purchases and refund fraud |
Input handling | Forms and APIs validate and clean what users send | Stops injection attacks and broken data |
Rate limits | Logins and sign-ups are limited per user and per IP address | Blocks bots and brute-force attacks |
Dependencies | Every package exists, is maintained and is up to date | AI tools sometimes suggest fake or outdated packages |
Testing | Core flows have automated tests | Changes stop breaking things silently |
Monitoring | Errors and unusual activity trigger alerts | You hear about problems before customers do |
Backups | Database backups run and have been restored at least once | A bad update shouldn’t mean lost data |
Engadget’s November 2026 guide to safe vibe coding adds a useful habit: write your security requirements into a standing rules file, and ask the AI to check its work against the OWASP Top 10, a widely used list of the most common web security risks.
Should you fix your vibe-coded app or rebuild it?
Whether you should fix or rebuild depends on how much of the app is sound. A short code review usually answers the question.
Situation | Usually best | Typical timeline |
|---|---|---|
Solid structure, a handful of security gaps | Harden: fix security, add tests and monitoring | [CONFIRM: e.g. 2–4 weeks] |
Works, but messy code and no clear structure | Refactor: keep the product, clean up the code | [CONFIRM: e.g. 4–8 weeks] |
Needs to scale, go native mobile or pass compliance | Rebuild: keep the design and learnings, rebuild the foundation | [CONFIRM: e.g. 2–4 months] |
Your vibe-coded version still has real value even if you rebuild. It proved the idea, showed what users want and gave you a design to work from.
Common mistakes when launching a vibe-coded app
These are the mistakes we see most often:
Launching the demo. The prototype gets shared, people sign up, and suddenly it’s production.
Trusting “it works”. Working isn’t the same as secure. Most data leaks come from apps that worked fine.
Pasting secrets into prompts. Keys shared with the AI often end up in the code.
Skipping the review to save money. A data leak costs far more than a review, in money and trust.
Waiting for investors to ask. Due diligence will find these issues. It’s better if you find them first.
FAQ
Is Lovable safe for production apps? Lovable can be used for production apps, but only after a proper security review. Lovable apps have leaked real user data, mostly because database security was switched off or login logic was wrong. Check data access, secrets and authentication before launch.
What is row-level security? Row-level security is a database setting that limits each user to their own records. Without it, one user may be able to read or change everyone’s data. Many vibe-coded apps built on Supabase launch with it switched off.
Can AI-generated code be secure? AI-generated code can be secure, but only if it’s reviewed and tested. Apiiro’s research found AI-assisted teams produced ten times the security issues, so review matters more, not less.
How do I know if my vibe-coded app is ready for real users? Your vibe-coded app is ready when data access rules are on, secrets are out of the code, login and payments are tested, and you have monitoring and backups. Use the checklist above, or have an engineer review it.
Should I rebuild my Lovable app from scratch? Not always. If the structure is sound, hardening is faster and cheaper. Rebuild when you need to scale, move to native mobile apps or meet compliance requirements.
How long does it take to make a vibe-coded app production-ready? Making a vibe-coded app production-ready takes [CONFIRM: a few weeks for hardening to a few months for a rebuild], depending on the app’s size and condition. A short code review gives you a realistic timeline.
Keep the speed, add the safety
Vibe coding is the fastest way to prove an idea. It isn’t the fastest way to lose your users’ trust, as long as you add a proper review before launch.
Type B Digital is a technology consultancy that helps founders turn AI-built prototypes into secure, production-grade products, from hardening Lovable apps to full rebuilds. Book a free 30-minute review. You’ll leave with a clear fix-or-rebuild recommendation.
Sources
Engadget: 5 safety practices to know before vibe coding (1 November 2026, citing Apiiro research)
The Next Web: Lovable security crisis: 48 days of exposed projects (2026)
OWASP Top 10 (Open Worldwide Application Security Project)
