Webology
Audit, validation & maintenance of AI applications

AI App Audit& Maintenance

Built a website or app with AI tools like ChatGPT, Claude, Cursor, Lovable, or Bolt and not sure what's hiding under the surface? We audit the security, quality, and maintainability of your AI-generated code, propose improvements, and take care of long-term operations. We turn vibe coding into a real product.

Independent technical audit
Response within 24 hours
10+ years of development experience
Sound Familiar?

The app works.But what is it actually standing on?

Almost anyone can generate a working prototype with AI today. The problems come later – with the first real users, sensitive data, and new requirements. These are the most common signs your project needs an expert look:

You don't know if your data is safe

AI-generated code often contains vulnerabilities – unsecured APIs, weak user authentication, or exposed access keys. Without a review, you won't know about them until someone exploits them.

Every change breaks something

You add one feature and three others stop working. Code without architecture and tests gets more fragile with every edit, and eventually even the AI can't handle it anymore.

The app can't handle growth

A prototype for a few people is not a product for hundreds of users. Slow loading, crashing databases, and growing cloud bills are typical consequences of an unvalidated solution.

Nobody knows how it all works

There's no documentation, no change history, and no overview of which services, libraries, and licenses the project uses. You're depending on a single prompt and luck.

You can't estimate running costs

Stacked third-party services, overpriced hosting, and duplicate tools. Without an audit, you don't know what you're paying for and what could be simplified.

You're afraid to launch it to customers

You sense there's a difference between a demo for friends and a product for paying clients – but you don't know exactly what it is and what still needs to be resolved.

Vibe Coding & AI Development

What is vibe coding and whyit needs expert oversight

Vibe coding is a way of building software where the application isn't written by a programmer but generated by artificial intelligence from a plain-language brief. Tools like ChatGPT, Claude, Cursor, GitHub Copilot, Lovable, Bolt.new, and v0 can create a working website, e-shop, or app in a few hours – no programming knowledge required.

The catch is that nobody has professionally reviewed the generated code. The AI didn't consider security, personal data protection, performance under load, or whether the project can be extended a year from now. A working demo can hide serious flaws that only show up in production – during the first attack, a surge of users, or a request for a new feature.

This is exactly where validation and analysis of AI outputs comes in: an independent technical audit that uncovers risks before they cause damage. You get an objective picture of your application's state, concrete improvement proposals, and a partner who will look after the solution long-term – or help you turn it into a full-fledged product.

An audit pays off if…

  • you had a website, e-shop, or app generated with AI
  • you're about to let real customers and their data onto it
  • you want to know whether the project can grow, and at what cost
  • you're looking for someone to take over technical responsibility
  • you need to meet GDPR and security standards
  • you want to turn a prototype into a product that earns money
Get a Free Consultation
What We Do for You

From Audit toLong-Term Care

We tailor the scope of our cooperation to wherever your project currently stands. We always start with an audit – the next steps are up to you.

AI Application Audit & Validation

We thoroughly review your application's code, architecture, security, and infrastructure. The result is a clear report: what works, what's risky, and what to address first – including effort estimates.

  • Security analysis and vulnerability testing
  • Code quality and readability review
  • Architecture and scalability assessment
  • Data, GDPR, and license audit
  • Prioritized action plan in plain language

Maintenance & Growth

We take over technical responsibility for your application. We handle operations, monitoring, updates, and security, while gradually improving the solution and adding new features.

  • Project takeover and documentation
  • Monitoring, backups, and updates
  • Bug fixes and security patches
  • Custom feature development
  • SLA with guaranteed response times

From Prototype to Production

When a prototype hits its limits, we rebuild it into a robust solution on proven technologies – with no data loss and minimal downtime. We keep what works and replace what's holding you back.

  • Gradual rebuild with zero downtime
  • Modern stack: React, Next.js, Node.js, PHP
  • Data and integration migration
  • Automated testing and CI/CD
  • Ready for growth and new users
Audit Scope

Everything We CheckDuring the Audit

We tailor the audit to your project – from a quick pre-launch check to a deep analysis of the entire solution.

Security

Vulnerabilities, leaked access keys, user authentication, API and form protection.

Code Quality

Readability, duplication, dead code, adherence to standards, and maintainability for further development.

Architecture

Project structure, dependencies, suitability of chosen technologies, and readiness for extension.

Performance

Loading speed, API response times, database query optimization, and behavior under load.

Database & Data

Schema design, data integrity and backups, and the risk of data loss or corruption.

GDPR & Compliance

Personal data processing, cookies, consents, and licenses of the libraries and services used.

Infrastructure

Hosting, deployment, monitoring, running costs, and third-party services.

SEO & Usability

Technical SEO, accessibility, responsiveness, and readiness for search engines and AI search.

How It Works

A Clear ProcessWith No Surprises

From first contact to report delivery, you have full visibility into every step and every cost.

  1. 1

    Free Consultation

    Tell us what you've built and what's worrying you. We'll get back to you within 24 hours with next steps.

  2. 2

    Access & Analysis

    You securely hand over access to the code and services. Everything is protected by an NDA.

  3. 3

    Audit & Report

    Typically within 5–10 business days, you receive a clear report with findings, priorities, and cost estimates.

  4. 4

    Solution Proposal

    Together we choose the path: targeted fixes, ongoing maintenance, or a rebuild into a production solution.

  5. 5

    Delivery & Care

    We deliver the agreed work and, if you wish, take over long-term care of your application.

Who It's For

Who Benefits Most froman AI App Audit

Founders & Entrepreneurs

You built an MVP in Lovable, Bolt, or v0 and want to turn it into a real business. We verify the foundation is healthy and help you grow safely.

Companies with Internal AI Tools

A colleague "clicked together" an internal system the whole company now depends on – and nobody is responsible for it. We take it over, document it, and secure it.

Agencies & Freelancers

A client brought you a vibe-coded project and expects you to finish it. We provide the technical backbone for you – including white-label cooperation.

We Know the Tools Your App Was Built With

We work with AI tools and the code they generate every day. We know the mistakes they make most often – and how to fix them.

ChatGPT / OpenAI CodexClaude / Claude CodeCursorGitHub CopilotLovableBolt.newv0 by VercelReplitWindsurfGeminiFirebase StudioBase44
FAQ

The Questions We GetMost Often

What is vibe coding and a vibe-coded application?
Vibe coding is building software with artificial intelligence – the application isn't written by a programmer but generated by an AI tool (such as ChatGPT, Claude, Cursor, Lovable, or Bolt.new) from a text brief. A vibe-coded application is the result: it works, but its code has usually never been professionally reviewed.
My app works. Why should I have it audited?
The fact that an app works doesn't mean it's secure, scalable, and maintainable. Most problems with AI-generated code only surface in production – during an attack, a surge of users, or the first bigger change. An audit uncovers risks before they damage your data, finances, or reputation.
How does an AI application audit work?
After an initial consultation, you hand over access to the code and services (protected by an NDA). We review security, code quality, architecture, data, performance, and infrastructure, and typically within 5–10 business days you receive a clear report with priorities and remediation cost estimates.
How much does an audit cost?
The price depends on the size and complexity of the application – a smaller project takes a few days of work, while larger solutions are quoted individually. The initial consultation and scope assessment are always free, so you know the exact price before you commit.
Will you take over a project built in Lovable, Bolt.new, or v0?
Yes. We can export code from these platforms, document it, and move it into a standard development environment with version control (Git). From there, we can maintain it, extend it, or gradually rebuild it into a more robust solution.
What if the audit shows the app needs a full rewrite?
A rewrite is always the last resort. Most solutions can be stabilized with targeted fixes and refactoring. If a rebuild really is necessary, we propose a gradual transition with no data loss and no downtime – and clearly explain why.
Do you also provide long-term maintenance and development?
Yes – long-term care is the core of this service. We handle monitoring, backups, updates, security, and new feature development. We act as your permanent technical partner with an SLA and guaranteed response times.
Are my idea and data safe with you?
Yes. We sign an NDA before receiving any access, we work in compliance with GDPR, and we use access exclusively for the agreed work. We are an EU-based company with verifiable references.

Find Out What Your App Is Really Standing On

Send us a few sentences about your project. We'll get back to you within 24 hours with suggested next steps – the consultation is free and non-binding.