Vibe coding & AI development

Taking over your vibe coding project and making it production-ready

Built with Lovable, Cursor or Bolt? wunderwerk reviews code and security and makes your prototype production-ready.

  • 80+ projects
  • 5.0 on Google
  • Clients for 10+ years
  • EU & GDPR first
  • Directly with the managing director

Where is your prototype right now?

wunderwerk takes over vibe coding projects at any stage, from a weekend project in Lovable to a product that has grown over months with Cursor and Claude Code. The hard part begins after the first working click, and that’s where we pick you up.

It works, but is it safe?

“Everything works in the demo. But what happens with real data and real users?”

A technical analysis with a written report: code, architecture, database, access rights, dependencies and operations. You find out what is sound, what needs fixing first and what it costs.

  • Code review
  • Security check
  • Architecture

Every fix breaks something

“Every new feature breaks two old ones, and nobody knows why any more.”

We add what the prototype is missing: structure, automated tests, clean deployment, documentation. After that, development takes days rather than weeks again, with us or with your AI tools.

  • Stabilisation
  • Tests
  • Further development

We want to go live with it

“The first customers are waiting. But login, payments and data protection are still prototype-grade.”

We make the application production-ready: access rights, payment processing, data protection, hosting in the EU, backups, monitoring. Then it goes out to real users, and someone is responsible when something happens.

  • Production-ready
  • GDPR
  • Operations

Bigger than expected

“The experiment has turned into a product that we now have to run properly.”

We take over as your technology partner: a team instead of a single person, a roadmap built on your domain knowledge, operation and further development. If the core doesn’t hold up, we rebuild it, with your prototype as the best specification there is.

  • Takeover
  • Technology partner
  • Roadmap

What vibe coding prototypes typically lack

Prototypes built with Lovable, Bolt, Cursor and similar tools typically lack six things: deliberate access rights, a sound data model, tests, operations, real integrations and settled data protection. The reason isn’t the tool; nobody asked for these in the prototype. A prototype first proves that your idea is needed, and that is the important part.

Access rights & security

Who may see which data? Often every logged-in user sees everything, because database rules such as Row Level Security are missing, API keys sit in the frontend or input goes into the database unchecked.

Data model & database

Tables created for the first feature no longer support the tenth. Missing migrations, duplicate data, no backups, and with the next prompt the schema changes unnoticed.

Tests & structure

No automated tests, business logic scattered across components, the same code three times over. Every change is a shot in the dark, and development slows down just as demand for the product grows.

Operations & monitoring

Who notices when it goes down at night? Deployment with one click in the builder, no separate environments, no logging, no recovery. When something breaks, all that’s left is a restart.

Integration

ERP, CRM, accounting, payment providers: what was simulated in the demo now has to be connected for real, with error handling, retries and reconciliation. This is often where prototypes hit their limits first.

Data protection & rights

Where is the data stored, which services are integrated, are there data processing agreements? Plus the question that must be settled before any takeover: which rights exist to the code, and which licences does it contain?

How does the takeover work?

wunderwerk takes over a vibe coding project in five steps: a free initial consultation, a fixed-price technical analysis, stabilisation, go-live, and further development with operations. Not blindly and not at a flat rate: we look at your project first and tell you honestly whether continuing, stabilising or rebuilding the core makes economic sense. You decide after every step whether to carry on.

  1. 1

    Initial consultation

    30 minutes with the Managing Director: what was built, with what, for what, and where does it get stuck? You get an honest initial assessment of whether a takeover makes sense. Free and non-binding.

  2. 2

    Technical analysis

    With access to code, database and hosting, we review architecture, security, data model, tests, operations, dependencies and rights in one to two weeks. The result: a written report with findings, priorities, a cost framework and a recommendation to continue, modernise or rebuild. At a fixed price, and valuable even if you don’t keep working with us afterwards.

  3. 3

    Stabilisation

    The critical findings first: access rights, secrets, backups, deployment, tests for the core. Your prototype stays usable; we work in your repository and in short steps with visible results.

  4. 4

    Production-ready & go-live

    Login and permissions, payments, data protection, hosting in the EU, monitoring and recovery. Then the application goes out to real users, with training for your team and support during roll-out if you wish.

  5. 5

    Further development & operation

    A roadmap built on your domain knowledge, maintenance, monitoring, new features. If you want to keep working with Lovable, Cursor or Claude Code, that’s fine: with shared guardrails such as branches, reviews and tests, so the product keeps lasting.

AI writes code. We build software.

Thanks to wunderOS and our wunderFactory.

AI has opened up programming to everyone: anyone can put a prototype together today. Whether it turns into software that holds up in day-to-day operation is decided afterwards – in architecture, security, testing and maintenance over the years. That is exactly where prompting and real expertise part ways.

That is why we built our own operating system: wunderOS runs our company from sales to development. At its heart is the wunderFactory, where our AI agents, the wunderBots, build to the architecture rules, standards and tests from 20 years of software development – led by experienced software architects.

The result is software built noticeably faster and more affordably – in the quality you hire us for. We are AI experts and use that to get the best out of your project.

AI-generated

More software for the same budget

The wunderBots handle the routine work. You pay for architecture, decisions and results – not for legwork.

Live in weeks, not months

From the workshop to the first usable version, with changes after that in days. You see early on what works.

Quality is built in, not bolted on

Tests, reviews and security checks run automatically in the wunderFactory with every change – not just when there is time.

Architects, not prompters

The AI executes, we decide: data model, interfaces, operations. That way your software stays maintainable and extensible five years from now.

Bottom line: Bespoke software on terms that make sense for SMEs too – built with AI, with software architects accountable for it.

Christoph Niedermoser
Christoph Niedermoser on what’s possible for you
Founder & Managing Director

Have your prototype reviewed

Briefly tell us what the prototype was built with (Lovable, Cursor, Bolt, Claude Code …), what it should do and where it gets stuck. Within two working days you’ll receive an honest initial assessment and a fixed-price offer for the technical analysis.

Vibe coding is our tool too. Throwaway software isn’t.

wunderwerk develops with AI agents itself, backed by more than 20 years of project experience and 80+ projects. The difference isn’t the tool, but what comes after it: architecture, tests, operations and someone who takes responsibility.

Vibe coding answers the question of whether something is needed. We answer the question of how it keeps running for the long haul.

  • Your prototype was the right first step

    It shows product, workflow and interface better than any requirements document. We don’t belittle the tool or the person who built it; we build on it.

  • The same stack as your tools

    TypeScript, React, Next.js, Node and Postgres or Supabase are exactly what Lovable, Bolt, v0 and Cursor generate, and our everyday craft. We take over the code, not just the idea.

  • Independent through open technology

    The code lives in your repository, hosting runs on your accounts, and the stack and workflows are open and documented. No lock-in with a builder, and none with us.

  • A team instead of a single person

    A small developer team of software architects, full-stack developers and AI engineers in Tyrol, Salzburg, Vienna and Berlin. Your product no longer depends on one account, one chat history or one person.

Who a takeover pays off for

A takeover by wunderwerk pays off when there is a business behind the prototype: a company with an established business or a funded start-up with its first users. Software that lasts costs more than a prompt, so to be honest, it isn’t right for everyone.

A good fit if …

  • Your company has an established business that the prototype complements or digitalises.
  • You are a funded start-up with your first paying users or a committed sales channel.
  • The prototype supports a process or a promise to customers whose failure would cost you money.
  • You can give us access to repository, database and hosting, and the rights to the code are settled or can be settled.
  • You see the analysis as an investment, not as free groundwork.

Probably not a fit if …

  • So far there is only an idea and a prompt, but no company, no users and no funding.
  • You are looking for someone to finish “just the last ten per cent” for a few hundred euros.
  • You expect a free code audit or a fixed price without us having seen the code.
  • What you actually need is a standard product such as a shop, CRM or website. There are better routes for that, and we’ll tell you which.
  • The core is built in a technology we don’t maintain long term, such as .NET. We are still happy to review it and recommend a suitable partner.

Not just clients. Partners.

We focus on long-term partnerships. You stay flexible thanks to open standards and clear documentation.

What our clients say:

A selection of our client feedback.

★★★★★5.0 out of 5 stars on Google
★★★★★
Client for 10+ years

Many thanks for building and looking after our online learning platform.

We can wholeheartedly recommend Christoph and his entire team.

Whatever we ask for, almost everything is made possible, and the ongoing personal contact works brilliantly too. Many thanks.

Online learning platform (LMS)
Matthias Fuchs
Matthias Fuchs 🇦🇹
Founder of ziachfuchs.com
★★★★★
Client for 10+ years

We run the online shop thecurtain.shop for made-to-measure curtains and Roman blinds.

Working with wunderwerk was excellent in every respect.

Thanks to their work, we can offer our customers an intuitive, professional shopping experience that perfectly reflects our craftsmanship. Many thanks for the great collaboration!

Product configurator
Lars Leppin
Lars Leppin 🇩🇪
CEO of Lars Leppin GmbH and founder of the "thecurtain.shop" brand
★★★★★
Client for 5+ years

Very likeable wunderworkers! Fast, uncomplicated, competent and always ready to save the world!

Mobile web app
Tobias Furtschegger
Tobias Furtschegger 🇦🇹
Managing Director, plural.at
★★★★★
Client for 15+ years

Highly competent support. Well advised all round.

Chris knows how to solve a problem. Quality has a name: wunderwerk.io

IT solutions
Martin Hautz
Martin Hautz 🇦🇹
bildmaterial.at
★★★★★
Client for 10+ years

We had the wunderworkers develop bespoke industrial software for creating recipes for a highly sensitive industrial process.

The collaboration was extremely professional from the outset: the team quickly understood our complex requirements, implemented them precisely and always paid close attention to maximum reliability and security. I would particularly like to highlight their technical know-how, clean documentation and fast response times for questions or change requests.

The recipe editor is now running in several plants in Sweden, Italy and the Czech Republic.

The software runs reliably, is intuitive to use and our customers are completely satisfied. We can recommend wunderwerk without reservation!

Industrial recipe software
Ernst Lang
Ernst Lang 🇨🇭
CEO of Selvico GmbH, industrial automation technology
★★★★★
Client for 15+ years

wunderwerk built a digital solution for my photography business that has been running stably and reliably for years. The support is top-notch, reliable and competent. I can only recommend them.

Custom software
Toni Niederwieser
Toni Niederwieser 🇦🇹
Photographer
★★★★★
Client for 5+ years

Christoph Niedermoser and his team impressed us with their professionalism, precision and reliability, both in the consulting phase and in the implementation that followed.

Our requirements were implemented perfectly, and the GPS tracking system has now been in successful use in several of our facilities for a number of years.

GPS tracking solution
Andreas Flöck
Andreas Flöck 🇦🇹
Head of IT Project Management, Innsbrucker Soziale Dienste GmbH
★★★★★

Chris and his team gave me superb advice on my app idea. Uncomplicated, fast and professional! Highly recommended!

Mobile app
Sandra Brunner
Sandra Brunner 🇦🇹
★★★★★
Client for 10+ years

We have already implemented and completed several projects together over the past few years.

Professional implementation and personal contact.

Highly recommended!

Business software
Florian Höck
Florian Höck 🇦🇹
Managing Director, ideevo.at
★★★★★
Client for 10+ years

Perfect implementation of our
billiards platform.

A very pleasant collaboration. It was fun! Highly recommended!

Online platform
Paul Bachler
Paul Bachler 🇦🇹
Board member, BC Saustall

🇦🇹 Funding check

Which funding fits now?

Planning a digitalisation project in Austria? KMU.DIGITAL, Austria’s SME digitalisation programme, no longer accepts new applications: its budget is used up, and it will not continue from 2027. As a KMU.DIGITAL Certified Digital Consultant (CDC), I show you in a free funding check which programmes fit your project now.

Christoph Niedermoser
Certified digitalisation consultant

What we clarify in a free 15-minute call with the founder of wunderwerk:

  • Whether your company and your project are eligible
  • Which funding programme is currently open
  • What you need to consider before applying
  • Which costs are eligible

Important: The safe order is: application first, costs afterwards. Only the funding body can decide.

Why us?

Experienced

Over 20 years of project experience, 80+ projects: from industrial applications to a learning platform with over 30,000 users and a PV planner with over 15,000 plans.

Economical

We make sure your investment pays off. If needed, we also support you with marketing.

Innovative

We use modern technologies such as AI in a targeted way – responsibly, for maximum benefit.

Personal

A small developer team, short lines: from the first conversation to the finished software, you deal directly with the managing director.

A true partner

Project finished – what next? We stay by your side for maintenance, new features and support. Some customers have been with us for over ten years.

Independent

You work with us for as long as you like. Thanks to open standards and clear documentation, you are always free to choose.

What else is on your mind?

Many projects touch more than one topic. Here are the other areas in which we support businesses.

Web applications & portals

Custom software, portals and internal tools in the browser.

Web applications and custom software

Mobile app

From an MVP in a few weeks to a finished app for iOS and Android.

Mobile app development

SaaS product

Sell software as a subscription, with trial, billing and multi-tenancy.

Build a SaaS product

Tracking

Locate assets via GPS and LoRaWAN on your own servers.

Tracking solutions

Take over software

Make legacy systems and vibe coding projects stable and maintainable.

Take over and modernise software

AI & automation

Automate processes, connect systems, use AI where it pays off.

AI and automation

Your prototype has proven that the product is needed. Now it has to hold up.

In a 30-minute initial consultation we clarify where your project stands, what an analysis costs and whether continuing, stabilising or rebuilding is the more economical route.

Frequently asked questions about taking over vibe coding pro­jects

Your question isn’t here? We’ll answer it directly with the Managing Director in a free initial consultation.

What is vibe coding?

Vibe coding means creating software mainly by describing it in natural language: tools such as Lovable, Bolt, v0, Replit, Cursor or Claude Code generate the code from prompts, without anyone reading or designing every line. It gets you a clickable prototype within hours and is a legitimate, useful first step. wunderwerk uses AI-assisted development itself; what separates a prototype from production software is the architecture, testing, security and operations that have to follow.

Is my Lovable, Bolt or Cursor prototype production-ready and secure?

A prototype built with Lovable, Bolt or Cursor is usually not production-ready yet, and that’s normal: AI builders optimise for the first working version. Production-ready means access rights are deliberately designed, data lives in a sound model with backups, and there are automated tests, separate environments, monitoring and someone who is responsible. Typical security gaps are missing access rules in the database, so every logged-in user can read or change all data; API keys in the frontend or the repository; unchecked input; open endpoints without authentication; and dependencies with known vulnerabilities. In a technical analysis, wunderwerk assesses how far your prototype is from production and fixes these points first, before real users arrive. Whether your existing application has open security gaps, our security check for web applications shows you.

Can you take over and further develop an existing vibe coding project?

Yes. wunderwerk takes over vibe coding projects built with Lovable, Bolt, v0, Replit, Cursor, Claude Code and similar tools, after a paid technical analysis. In it we review code, architecture, security, data model, tests, operations and dependencies, and work out with you which rights exist to the existing code and the libraries it uses. We then recommend whether continuing, stabilising or rebuilding the core is more economical, and take over as your technology partner for stabilisation, go-live, further development and operation.

How much does it cost to have a vibe coding project taken over?

With wunderwerk, you start with a fixed-price technical analysis that takes one to two weeks depending on project size and ends with a written report; you receive the fixed-price offer within two working days of your request via the form. What comes next depends on the findings: stabilisation with access rights, tests and deployment usually takes a few weeks, while rebuilding the core is a project of its own. Before every step you get a transparent cost framework. We deliberately don’t offer a free code check or an effort estimate without looking at code, database and hosting, because it would be an opinion without a basis; the report, by contrast, keeps its value even if you continue with someone else.

How long does it take until the application can go live?

At wunderwerk, the technical analysis takes one to two weeks. Depending on scope, we can often stabilise the critical points (access rights, secrets, backups, deployment and tests for the core) in two to six weeks. Rebuilding the core is a project of its own with the prototype as the starting point, usually taking a few months. Your existing prototype stays usable throughout.

Continue, modernise or rebuild?

Whether a vibe coding project is continued, modernised or rebuilt is decided by wunderwerk’s technical analysis, not by gut feeling. Continue if the architecture and data model hold up and what’s mainly missing is tests, permissions and operations. Modernise step by step if the core is good but individual parts need replacing. Rebuild if every change costs more than it brings or the code can’t be understood. Even then your prototype isn’t lost: we use it as a specification more precise than any requirements document, and carry over data and workflows.

Which tools and technologies do you work with?

wunderwerk takes over projects from Lovable, Bolt, v0, Replit, Cursor, Claude Code, Windsurf and comparable tools. Technically, that usually means TypeScript, React, Next.js, Node and Postgres or Supabase, exactly the stack we have used for years to build software for companies. We also work with PHP/Laravel and React Native. We don’t maintain projects whose core is in .NET long term, but we’re happy to review them and recommend a suitable partner.

Who looks after the application after go-live, and can we keep working with AI tools ourselves?

After go-live, wunderwerk can take on maintenance, updates, monitoring and further development as your ongoing technology partner; we have worked with some clients for 10–15 years. You can still keep working with Lovable, Cursor or Claude Code yourself, and that often makes sense, because you know your field best. We set up guardrails for it: separate branches, automated tests, review before deployment and clear rules about who changes which parts of the application. That way you keep the speed of the AI tools without the software becoming disposable again.

Is it GDPR-compliant, and where is the data stored?

A vibe coding application is GDPR-compliant when data protection is set up deliberately; many prototypes integrate US services without a data processing agreement or store personal data without a deletion policy. In the analysis, wunderwerk checks which services are integrated and sets up hosting in the EU, on-premise or in a private cloud if you prefer. As a team from Austria, EU & GDPR first is the norm for us.

Who do you take over vibe coding projects for, and where do you work?

wunderwerk takes over vibe coding projects for companies with an established business and for funded start-ups with their first users in Austria, Germany and Switzerland. We work remotely and on site in Tyrol, Salzburg, Vienna and Berlin. As a rule, we don’t take over projects from individuals without a company, users or funding, because software that lasts doesn’t pay off there; in the initial consultation we’ll tell you openly which next steps are more affordable.

Is there funding for further development?

Yes, digitalisation and software projects in Austria, Germany and Switzerland are funded through various programmes, depending on country, region, company size and project. However, KMU.DIGITAL, the Austrian SME programme, no longer accepts new applications and will not continue from 2027. In a free funding check or initial consultation, wunderwerk shows you which programmes are available for your project now.