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Perspective - From vibe coding to production

You don't have to throw the prototype away: what's already there can be put in order, and what's still missing can be built on top.

These days, you don't need a development team to try out an idea. With Lovable, Bolt, v0, Replit, Cursor or Figma Make, a UX designer, a product manager or even a business specialist can put together a clickable, even working, application in a few days. This is called vibe coding, and we think it's a good thing: it has never been this fast and cheap to show what we actually want.

The question is what happens next.

Where the prototype gets stuck

An app built with vibe coding shows the process, the screens and the logic. What it very rarely means, though, is that what has been built is secure, stays stable with many users, has code that can still be extended six months later, or is run responsibly by someone. At that point it's easy to feel you have two bad options: either put it into production as it is, or throw it away and start over with a development team.

There's a third way: put in order what's already there, and build what's still missing on top of it.

A product selector that started as a prototype

At a provider operating under strict security and quality requirements, the first version of a subsystem was built with vibe coding. That tool produced the logic and the original algorithm an interactive product selector uses to guide users, based on their criteria, toward the option that suits them best.

Before changing anything, we looked at how it actually worked: what it does, what data it produces and what it relies on. We wrote tests that captured its current behavior, and only then started stabilizing it. We removed what was unnecessary, cleaned up its structure and made it ready for further development. It didn't need to be rewritten, and the tool is still running today.

On top of the data structure it produces, we built the interfaces that visitors to the client's website use: a step-by-step interface that feels like a mobile app, and behind it a fully featured product filter that also works on its own. Later, more interfaces of the same kind were built on the same concept.

So the prototype didn't just provide inspiration; it actually made it into the product. And development could go smoothly because the process and the logic had already been worked out.

What makes a product production-ready?

Just because something works on screen doesn't mean it's done. Especially not in an environment with strict requirements. Alongside a prototype, these typically need to be designed and built:

  • Security and predictable operations that meet the requirements of the specific environment.
  • Up-to-date, verified data that the right people can edit.
  • Controlled releases, scheduled if needed, so that a change appears exactly when and in the state it should.
  • Accessibility and responsive behavior on every common browser and device.
  • Maintainable code that can still be extended years from now.

What do we keep, and what do we rebuild?

Not every prototype can be saved the same way. Sometimes most of the code can be kept and just needs to be put in order. Sometimes only the process, the screens and the business logic remain, and the technical foundation behind them has to be completely rethought. Either way, your prototype keeps its value: the decisions you've already made don't have to be made again.

It helps that these tools usually build on widely used technologies: the front end is mostly React or Next.js, and the database and user management are often Supabase. We work with these too, so we can review, clean up and extend the existing code on its own stack.

Which path is right can be decided after reviewing what's already there, not before.

Already started? We'll take it from here

If you have an app put together in Lovable, Bolt or v0, an interface generated in Figma, a half-finished MVP or just a detailed UX design, that's not an obstacle but a good starting point. Bring it to ENEOPT, and we'll help you assess what's usable and get it to the point where real users can use it safely, with real data. Our System takeover and stabilization service describes how this works.

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Email: [email protected]

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