By Mehdi HassanHow do you turn a vibe-coded prototype into a production-ready app?
You turn a vibe-coded prototype into a production-ready app by auditing it, fixing the highest-risk problems first, and then rebuilding the weak foundations while the product keeps shipping. Production-ready means real users can trust it with their data and money, it fails visibly instead of silently, and more than one person can change it without breaking things.
Apps built with Lovable, Bolt, v0 and similar tools usually work well on the paths the founder tested. The problems sit underneath: access rules nobody reviewed, a data model that grew by accident, billing that handles only the happy path, and a dozen slightly different versions of every component. None of this means the prototype was a mistake. It got you users and evidence, which is the point of an MVP, as we explain in our MVP design and development guide. It just wasn't built to carry what comes next.
If you're still deciding whether you've reached that point, read vibe coding vs hiring a team first. This guide assumes you have, and covers how to fix it.
What should a vibe-coded app audit check?
A vibe-coded app audit should check security, data, billing, reliability, design and ownership, and rate each area as safe, needs fixing, or needs rebuilding. The output is a plain-language report that tells you what to fix this week, what to rebuild, and what to leave alone.
Area | What to check | Red flag |
|---|---|---|
Data access | Database access rules, row-level policies, API routes | Users can read or edit records that aren't theirs |
Secrets | API keys, service keys and tokens | Private keys in front-end code or the repository |
Authentication | Sign-up, sign-in, invites, roles, password reset | Roles enforced only in the interface, not on the server |
Data model | Tables, relationships, duplicated fields | The same concept stored in several places |
Billing | Checkout, webhooks, plan changes, failed payments | Plan status set by the browser instead of the payment provider |
Reliability | Error tracking, logs, backups, environments | No way to know when something breaks in production |
Design and copy | Components, spacing, states, voice | Several versions of the same button, modal or message |
Ownership | Repository, hosting, domain, third-party accounts | Anything critical in a personal or builder-owned account |
The audit should be done by someone who reads code, not by asking the same AI tool whether its code is secure. Ask for the findings in order of risk, with a recommendation for each.
How do you fix security in a vibe-coded app?
You fix security in a vibe-coded app by closing data access first, moving secrets out of the client, and enforcing permissions on the server. These are the fixes that protect users right now, so they come before any refactoring or redesign.
Lock down data access
Review every table's access rules and every API route. Each request should only return data the signed-in user is allowed to see, checked on the server or in the database, never only in the interface.
Rotate and move secrets
Any private key that ever appeared in front-end code or the repository should be treated as exposed: rotate it and keep the new one in server-side environment variables.
Enforce roles server-side
Hiding a button isn't a permission. Check roles on every action that changes or reveals data.
Add basic protections
Rate limits on sign-in and costly endpoints, input validation, and limits on AI calls so one user can't run up your bill.
Tell users if needed
If personal data was exposed, get advice on your notification obligations. Handling it openly protects trust.
How do you fix the data model and billing?
You fix the data model by writing down what the product's core objects are and how they relate, then migrating the database to match, with a tested script that preserves existing records. You fix billing by making your payment provider the source of truth and handling every subscription event, not just a successful checkout.
For the data model, start with a plain diagram: users, organizations, the main records your product creates, and who owns what. Merge duplicated fields, add the constraints the AI skipped, and plan each change as a migration you can run on a copy of production first. This is the part where an experienced developer saves the most time, because the order of changes matters.
For billing, the common fix is to stop trusting anything the browser says about a user's plan. Listen for the payment provider's webhooks, record plan status on the server, and design the states users actually meet: trial ending, card declined, downgrade, cancellation and reactivation. If your product charges for AI usage, budget limits and usage display need the same care; our guide to building AI features in a web app covers cost control.
How do you make a vibe-coded app reliable?
You make a vibe-coded app reliable by making failures visible and the core flow protected. Add error tracking so you hear about problems before users do, write a small set of automated tests for the core flow, and separate a staging environment from production so changes are checked before they ship.
- Error tracking and logs: every unhandled error should reach the team with enough context to fix it.
- Tests on the core job: sign-up, the main flow and checkout. A handful of tests here prevents the most expensive regressions.
- Staging and production: separate databases and keys, so experiments never touch real users.
- Backups: confirm they exist and that you've restored one at least once.
- Code structure: move repeated logic into shared functions and components as you touch each area, rather than in one big rewrite.
Refactor or rebuild: how to decide for each part
Refactor a part when its structure is sound and the problems are local: messy naming, duplicated helpers, missing validation. Rebuild it when the structure itself is the problem: a data model that can't express how your product works, authentication bolted on in several places, or a component tree so tangled that every change breaks something unrelated.
Most rescues end up mixed. The flows and copy users validated are kept; auth, data and billing are rebuilt; and the interface is rebuilt on a component system while keeping the layouts that work. Moving to a mainstream stack such as Next.js is often part of the rebuild, because it makes the code easier to hire for later. Our guide to rebuilding a Framer site in Next.js with AI covers a similar move for marketing sites.
How do you fix design drift and copy in a vibe-coded app?
You fix design drift by designing the system once and rebuilding screens on it: one set of components, spacing and type rules, and a defined set of states for loading, empty and error. Then rewrite the copy in one voice, because AI-generated interface text usually sounds generic and inconsistent across screens.
Start by collecting every screen and grouping repeated elements: all the buttons, all the modals, all the form fields. Design one version of each in Figma, built as components with variants, and rebuild the interface on a matching code library. Treat the empty and error states as first-class screens; they're where vibe-coded apps feel least finished. Tools that turn Figma into code with AI can speed up the rebuild once the system exists, which we compare in Figma to code with AI.
For copy, write the product's voice down in a few rules, then rewrite buttons, onboarding, errors and empty states against them. Our guide to why AI-written copy sounds generic explains what to change.
How long does it take to fix a vibe-coded app?
How long it takes to fix a vibe-coded app depends on what the audit finds. Urgent security fixes can often be done quickly once they're found. Rebuilding the data model, billing and design system takes longer and scales with how much product sits on top of them, so the timeline is scoped after the audit, not before.
Two things shorten it. First, ship in slices: fix security, then release the rebuilt core flow, then the rest, so users see progress and the product never freezes. Second, keep scope fixed during the rescue; new features wait until the foundation is solid. Our MVP timeline guide covers what affects schedule more generally, and MVP development cost covers budget.
What should you do before handing the app to a team?
Before handing a vibe-coded app to a team, gather access and context so the audit can start immediately. A clean handover saves time.
- Export or connect the code to a Git repository your company owns.
- List every service the app uses: database, auth, payments, email, AI providers, analytics, hosting.
- Make sure each account is in the company's name, with the team invited rather than given your password.
- Write down the core flow, the known bugs, and what users complain about.
- Share any prototypes or tests you ran; our guide to prototyping AI features shows how to document them.
