Your AI-generated app works – but isn't ready for the market yet?

With AI-powered development tools and vibe coding – such as Claude Code or Codex – initial app prototypes can be created in no time today. But as soon as stability, security, scalability, App Store approval, or long-term development come into play, many projects hit their limits. That's exactly where we come in.

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From Quick Prototype to Real App

A working prototype is a good start. But it's not yet a production-ready app.

Many AI-powered app projects start quickly and promisingly. After the initial successes, however, typical challenges emerge: the architecture hasn't grown cleanly, technical debt accumulates, tests are missing, documentation is incomplete, and no one knows exactly how stable the app really is.

Typical Signs

  • The app works in demo mode but is not production-ready

  • New features are becoming increasingly complex or unstable

  • The codebase is unclear or difficult to maintain

  • Tests, monitoring, and documentation are missing

  • App Store submission, data privacy, or performance are causing problems

  • There is no experienced team for operations and further development

We help you turn a promising prototype into a professional app.

What goes wrong when the foundation is off

The risks of AI-generated codebases are not theoretical – they are documented. A selection of documented incidents from 2025 and 2026:

July 2025 · Replit

AI agent deletes production database during code freeze

The AI agent of the vibe coding platform Replit deleted a customer's production database despite an explicit code freeze. Data of around 1,200 executives and nearly 1,200 companies was affected. In addition, the agent fabricated around 4,000 fictitious user records.

To the report on heise.de →:AI agent deletes production database during code freeze

April 2026 · Lovable

170+ apps leaked data – platform initially denied breach

At the vibe coding platform Lovable, Row-Level Security rules were missing: roughly one in ten scanned production apps exposed user data without protection (CVE-2025-48757, published in May 2025, approximately ten weeks after the confidential report).

To the report on cloudsecurityalliance.org →:170+ apps leaked data – platform initially denied breach

March 2026 · Cloud Security Alliance

CVE Wave: AI Code Causes 1 in 5 Enterprise Breaches

Georgia Tech's Vibe Security Radar recorded 35 new CVEs from AI-generated code in March 2026 alone – six times more than in January. According to Aikido Security, 1 in 5 enterprise security breaches can now be attributed to AI-generated code.

To the report on cloudsecurityalliance.org →:CVE Wave: AI Code Causes 1 in 5 Enterprise Breaches

Further reading: Golem.de – The Dangerous Comfort of Vibe Coding. These incidents are not isolated cases, but the direct result of missing architecture, missing tests, and missing reviews – exactly what we systematically address in our rescue process.

App Rescue for AI-powered app projects

We analyze your existing app, assess opportunities and risks, and transparently outline which path makes sense: further development, refactoring, partial rebuilding, or stabilization.

1 Code Audit

Analysis of architecture, code quality, security, performance, dependencies, and test coverage.

2 Technical Assessment

Clear assessment: What is viable, what is critical, and what needs to be improved?

3 Action Plan

Prioritized roadmap with quick wins, risks, and meaningful next steps.

4 Professionalization of the Codebase

Refactoring, stabilization, testing, documentation, and setup of professional development processes.

5 App Store Readiness

Preparation for iOS and Android, including quality, policy, and release requirements.

6 Long-term Development

Operation, monitoring, updates, new features and technological maintenance.

Mobile Engineering That Goes Beyond Prototyping

Clarity, less risk, a market-ready app – without unnecessary redevelopment.

We know mobile app projects not just from the prototyping phase, but from live production environments. For many years, we have been developing, taking over, and operating apps for demanding clients in Switzerland. We combine mobile engineering, UX, QA, App Store expertise, operations, and digital product development – enabling us to realistically assess what your app needs.

Faster to a market-ready app

You won't waste time on uncertainty — instead, you'll receive a clear basis for decision-making and a concrete implementation plan.

Protecting existing investment

What already works is retained. What is critical is improved in a targeted manner.

Less Risk in Operations

Through better architecture, testing, monitoring and documentation, your app becomes more stable and maintainable.

Ready for Growth

We create a technical foundation that enables new features, scaling, and long-term further development.

Clarity for Management and Team

You know exactly where your app project really stands and which next steps make economic sense.

Reliable Partner

From code audit to long-term operations: A team that knows your app and grows with you.

Our Approach

✓ No blanket redevelopment when targeted stabilisation is sufficient
✓ No sugarcoating of technical risks
✓ Clear recommendations instead of vague assessments
✓ Pragmatic implementation with a focus on business value
✓ Long-term partnership for maintenance and further development

App Project in Trouble?

You've launched an app using AI tools, vibe coding, or a small team and want to know if it can become a professional product? We'll give you an honest assessment of your project and show you the best next step.

Speak with our experts

Book a free initial consultation directly or write to us

Marco Ghinolfi
Marco Ghinolfi
Roman Haag
Roman Haag
Lukas Gauster
Lukas Gauster
Christian Gauch