Vibe Coding Review

Make sure your AI generated software and applications can scale, stay secure and keep working as you grow.

The reality

It works! Here’s what comes next.

AI coding platforms like Claude, Cursor, Lovable, and Bolt have made it possible for founders and non-developers to build real, functional products in record time. That's genuinely exciting and the software you've created can lead to huge opportunities.

But there's a difference between code that works in a demo environment and code that's ready for real users, real customer data, and real consequences. GDPR obligations don't care how the code was written. Neither do the security vulnerabilities that a quickly assembled codebase tends to leave behind.

If you don't know what to look for, you won't know there's a problem until it becomes one.

What can go wrong?

  • Hidden bugs that only appear for real users
  • Customer data exposed through unprotected APIs or missing authentication
  • GDPR non-compliance
  • No version control, meaning changes can't be rolled back
  • New features breaking existing functionality
  • Code structured in a way that no developer can maintain it
  • Critical hidden security vulnerabilities such as publicly exposed API keys
  • Infrastructure questions, like where the software is hosted, are left unresolved

What’s included?

Everything your project needs to go the distance

01

Bug identification and fixes

Vibe coding won’t prepare you for the new and exciting ways that users will break your software. We’ll go through your codebase and test your app as a real user, and as a malicious one. We surface bugs, flaws, and points of failure before your customers find them.

02

QA testing

Automated and manual testing at every level. We use a CI/CD pipeline to flag errors continuously, and our developers review code line by line, nothing gets missed.

03

Version control

We bring your project into proper version control. Every change is tracked and every new release is reversible. No more hoping the last working version still exists.

04

Security and GDPR

AI-generated code frequently misses authentication checks, leaves APIs exposed, and can leave personal data accessible in ways that would concern a regulator and entice bad actors. We find and fix those issues before they become a liability.

05

Scalable architecture

We assess whether your code can handle growth or whether it'll break under strain. You'll know what's solid, what needs rethinking, and what the path forward looks like.

06

Ongoing maintenance and support

Once the foundation is right, we can build with you. New features, integrations and improvements. All added properly, without breaking what you've already built.

The hidden risk

One AI doing the job of four specialists

When you vibe code with AI, a single tool is simultaneously acting as your backend engineer, frontend engineer, data architect, and UX designer. Each of those disciplines has its own conventions, its own failure modes, and its own compliance considerations.

Backend EngineerServer logic, APIs, data flows
Frontend EngineerUI rendering, state, performance
Data ArchitectSchema design, security, GDPR
UX / UI EngineerUsability, flows, accessibility

“If you aren’t experienced, you won’t be able to spot errors until it’s too late.”

A data breach, a regulatory notice, a product that simply stops working at 1,000 users, none of these issues ever announce themselves in advance.

That's where we come in. We know what to look for because our in-house, UK-based team has built production software across all four of those disciplines, for real businesses, for over a decade.

Why Cosoft

We love a challenge. We know how to deliver.

AI-friendly development

We think it’s genuinely impressive that you’ve built something. We’re not here to critique vibe coding, we’re just here to take your software to a stage where you can bring it to market.

We speak founder

You don’t need to understand every technical detail we uncover. We translate everything into clear, actionable terms so you can make informed decisions.

Continuous quality assurance

Our QA process doesn’t end at launch. Remote monitoring alerts us automatically to issues, and zero-downtime deployment means fixes happen without taking you offline.

Expert across every layer

We bring dedicated human expertise to every layer of your stack, we’ve seen what works well, and what really doesn’t. Experience is the thing an AI platform working alone simply cannot replicate.

Honest assessments

If your project is in good shape, we’ll tell you. If it needs significant work, we’ll tell you that too, along with a clear picture of what it involves and what it costs.

UK-based, real expertise

We're a UK team building real software for real businesses. Our development team has years of experience working with tech-sector businesses and beyond.

Tell us what you’ve built and why.

We’ll give an assessment and let you know what comes next.

Get in touch