PROFESSIONAL REVIEW OF AI‑GENERATED CODE

It works. But is it well built?

AI can create a working application in just a few days, or even a few hours.

At first glance, the code may look perfectly fine. The application works, the features are there, and it is easy to think that the hard part is already over.

But the real problems often appear later.

Working software and good software are not the same thing.

This usually becomes apparent when

  • the number of users grows,
  • new features need to be added,
  • a new developer joins the project,
  • something unexpectedly breaks,
  • so many problems pile up that the entire system has to be rebuilt.

Sound familiar?

“It works, but we don't really know how.”

With AI-generated code, it is easy to lose track of why and how the system works.

“We're afraid to touch it.”

Fixing or adding a new feature can unexpectedly introduce new problems.

“Should we keep developing this, or start over?”

You don't know whether the current codebase is a good foundation for further development.

“The person who built it is no longer here. Now someone else has to take over.”

You want an independent professional opinion before making a decision.

“The MVP works. But is it ready to become a real product?”

A quickly built prototype and a sustainable long-term product are two different things.

“How much is this going to cost us later?”

You want to identify problems now that could become expensive down the road.

We review what AI has created.

Scriptum's experienced software developers professionally review your application and its codebase.

We are not trying to simply label the software as good or bad. We want to answer one question:

“What condition is this software in? Is it reliable? And can you safely build on it?”

Idea
AI / Vibe Coding
Working application

“Someone who really understands software should take a look at this.”

SCRIPTUM PROFESSIONAL REVIEW

Understand what you actually have
Set priorities
Make informed decisions

WHAT DO WE REVIEW?

Architecture

Application structureSeparation of responsibilitiesScalability

Code quality

ReadabilityDuplicationComplexityConsistency

Maintainability

Ease of further developmentTechnology decisions

Correctness

BugsEdge casesQuestionable logicImplementation issues

Testing

Existing test coverageMissing testsTestabilityRegression risks

Performance

BottlenecksInefficient solutionsDatabase / API issuesScalability problems

Dependencies

Library choicesOutdated or problematic dependenciesUnnecessary complexity

Business logic

Does the software actually do what you expect it to do from a business perspective?

WHEN SHOULD YOU CONTACT US?

  • Your MVP is already working

    Before you build more features on top of it.

  • The software was developed with AI assistance

    Before rapid development turns into significant technical debt.

  • A new developer is taking over

    Before a new developer or team starts working with the codebase.

  • The software was delivered by an external developer

    Before you accept the system or invest further in its development.

  • Your business is about to grow

    Before increasing user numbers and functionality expose technical problems.

  • You are considering a complete rebuild

    Before deciding that everything needs to be rewritten.

We don't just tell you what's wrong.
We tell you what to do about it.

The process is simple. The outcome is actionable.

We get to know the project

You tell us what the application does, what technologies it uses, and why it was built.

We receive the code

You share the relevant repository and the necessary technical information with us.

We review it

Our experienced developers analyse the codebase and the structure of the application.

We prepare the assessment

We collect our findings and prioritise them. We assess, among other things:

  • Whether it is worth continuing to build on the current codebase
  • Which problems should be addressed first
  • Where technical debt exists
  • Where potential performance problems may occur
  • How maintainable the system is
  • Where adequate testing is missing
  • Which technical decisions should be reconsidered
  • What the next step should be
We discuss the findings

We go through the results together.

You decide

You can fix the issues with your own development team, or, if you prefer, Scriptum can help.

Need help fixing the problems we find?

Refactoring
Architecture improvements
Testing
Performance optimisation
Further development
Long-term maintenance
Get help with the fixes

WHY SCRIPTUM?

We know what happens after the MVP

We have been developing software for decades. We know that the difficult part is not making an application work once, but keeping it reliable months and years later while it continues to evolve.

25+ years of software development experience

We didn't start developing software yesterday. We have built and maintained systems across multiple generations of software development.

We build software ourselves

We don't just provide advice. We develop and maintain production systems ourselves.

We know legacy systems too

We understand the problems that arise when layer after layer is added to a system over many years.

We are also comfortable with modern technologies

From traditional enterprise environments to modern development stacks.

This isn't AI hype — but it isn't anti-AI either

We don't review AI-assisted code because it was created by AI. We review it because it needs to meet the same professional quality standards as any other software.

Our goal is not to convince you to rebuild everything.

Maybe your software is good.
Maybe only a few things need fixing.
Maybe significant refactoring is needed.
And maybe rebuilding it really is the right choice.

The purpose of the review is to help you make that decision based on professional engineering insight.

Let's talk about your software

What this review does not provide

This service is not a cybersecurity audit or a penetration test.

We are not cybersecurity specialists, so we do not claim that our service replaces a security audit.

Our focus is the engineering quality of the software.

FAQ

Do you review software that was built entirely by AI?

Yes. A professional review can be performed even if AI has been responsible for all of the code so far.

Do you only review software that was written by AI?

No. We can review the codebase of any existing software.

Do you need access to the source code?

Yes. A genuine professional assessment generally requires access to the codebase.

Do you perform security audits?

No. This service is not a cybersecurity audit or a penetration test.

How long does the review take?

This depends heavily on the size and complexity of the codebase, so it is not practical to give a general estimate.

How much does it cost?

We provide a tailored quote based on the size and complexity of the project.

What happens if you find problems?

Your own development team can address the issues, or Scriptum can help with the solutions.

Contact us

Please contact us for more information.

Start the review