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ChatGPT code repair

ChatGPT built an app, but nobody understands the code?

Typical symptoms are missing packages, invented imports, broken environment variables, duplicated components, and features that only worked inside the prompt. I separate usable parts from breakpoints and make the prototype manageable again.

Audit ChatGPT codeView questions

Who this is for

For founders and small teams with AI code

When you built fast with ChatGPT, Cursor, or Claude and the prototype now needs stability, structure, or real error handling.

  • The code was expanded across many prompts and nobody knows which files actually belong together
  • Build, imports, packages, API keys, or environment variables do not fit together
  • Features look finished in the UI but break during save, login, or deployment

What you get

What is clear afterwards

  • Clarity on whether repair or rebuild makes more sense
  • Prioritized fix list and concrete technical next steps
  • Optional direct stabilization of the most important project parts

How it works

Process

  1. 1

    Check repository

    I review structure, dependencies, build, and critical user flows.

  2. 2

    Find breakpoints

    Broken imports, AI shortcuts, and wrong assumptions become visible.

  3. 3

    Stabilize

    Depending on the package, I repair core errors and create technical guardrails.

What is not included

So you can judge whether the package fits before booking.

  • Full rewrite without prior triage
  • Ongoing development after the fix
  • Guarantee that every AI codebase can be rescued

No legal advice

I check technical signals and give you a clear priority list, not legal assessments.

Start only after approval

Booking creates the order. Work begins only after you confirm the start in the customer panel.

Clear priorities

You receive concrete findings sorted by risk, effort, and impact.

Documented results

Every package includes a written summary of findings and next steps.

Packages

Book directly or start with an audit.

Choose the package that matches your situation. You can always start with an audit and add implementation later.

AI Code Triage

When the project starts, but nobody knows why it keeps breaking.

390 €

Code review, build/import check, and rescue plan within two business days.

one-time payment, plus VAT where applicable

  • Repository check for broken imports, missing packages, and build errors
  • Assessment: repair, restructure, or discard
  • Prioritized fix list with effort estimate
  • No implementation included

Risk reversal

If the triage finds no actionable problems, we discuss how the price can still be used meaningfully.

Commercial terms

  • one-time payment, plus VAT where applicable
  • work starts only after explicit approval
  • implementation scope is limited to the selected package
Triage code
Recommended

Stabilization Sprint

For prototypes that almost work but are not reliable yet.

1,490 €

Triage plus up to ten hours of targeted repair and stabilization.

one-time payment, plus VAT where applicable

  • Repair build, routing, and core errors
  • Turn unclear AI structure into understandable modules
  • Clean up basic error handling and configuration
  • Short technical handover with next steps

Risk reversal

If the analysis shows that production rescue is not the next sensible step, the amount is fully credited when you book a stabilization sprint.

Commercial terms

  • one-time payment, plus VAT where applicable
  • work starts only after explicit approval
  • implementation scope is limited to the selected package
Start sprint

Production Rescue

When an AI prototype needs to become a real product.

3,900 €

Multi-day cleanup for architecture, security, tests, and deployment readiness.

one-time payment, plus VAT where applicable

  • Clean up architecture and data flow
  • Defuse security risks, secrets, and API errors
  • Establish tests, typecheck, and build pipeline
  • Deployment readiness and documentation for further development

Risk reversal

If the analysis shows that production rescue is not the next sensible step, the amount is fully credited when you book a stabilization sprint.

Commercial terms

  • one-time payment, plus VAT where applicable
  • work starts only after explicit approval
  • implementation scope is limited to the selected package
Plan production rescue

Results and timelines depend on the concrete state of your website or repository. You only book implementation if the priorities make sense.

Related insights

Read more before you decide.

Supporting articles are matched to this service page and its recommended packages.

All insights

FAQ

Common questions

Does the code need to be public?

No. A private repository is possible if secure access is set up.

Can every AI codebase be rescued?

No. Sometimes a rebuild is cheaper. That is exactly what the triage clarifies.

Do I only get criticism, or also fixes?

The triage provides diagnosis and plan. The sprint packages include concrete repair time.

Get clarity before you commit to fixes.

Start with a technical check. If the findings are minor, you can stop there, hand the report to your existing team, or book targeted fixes later.

Check first, decide laterView AI code rescue

Technical audit and implementation, not legal advice. I check visible signals, integrations, and delivery issues; legal texts and binding legal assessments remain the work of lawyers or privacy consultants.