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.
Who this is for
When you built fast with ChatGPT, Cursor, or Claude and the prototype now needs stability, structure, or real error handling.
What you get
How it works
I review structure, dependencies, build, and critical user flows.
Broken imports, AI shortcuts, and wrong assumptions become visible.
Depending on the package, I repair core errors and create technical guardrails.
So you can judge whether the package fits before booking.
I check technical signals and give you a clear priority list, not legal assessments.
Booking creates the order. Work begins only after you confirm the start in the customer panel.
You receive concrete findings sorted by risk, effort, and impact.
Every package includes a written summary of findings and next steps.
Packages
Choose the package that matches your situation. You can always start with an audit and add implementation later.
When the project starts, but nobody knows why it keeps breaking.
Code review, build/import check, and rescue plan within two business days.
one-time payment, plus VAT where applicable
Risk reversal
If the triage finds no actionable problems, we discuss how the price can still be used meaningfully.
Commercial terms
For prototypes that almost work but are not reliable yet.
Triage plus up to ten hours of targeted repair and stabilization.
one-time payment, plus VAT where applicable
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
When an AI prototype needs to become a real product.
Multi-day cleanup for architecture, security, tests, and deployment readiness.
one-time payment, plus VAT where applicable
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
Results and timelines depend on the concrete state of your website or repository. You only book implementation if the priorities make sense.
Related insights
Supporting articles are matched to this service page and its recommended packages.
AI-generated code can add dependencies in seconds. Review package identity, lockfiles, install scripts, npm 12 policy, CI, and dependency review before the suggestion reaches production.
Why faster code generation without clear review rules accelerates technical debt, security gaps, and maintenance risk.
FAQ
No. A private repository is possible if secure access is set up.
No. Sometimes a rebuild is cheaper. That is exactly what the triage clarifies.
The triage provides diagnosis and plan. The sprint packages include concrete repair time.
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.
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.
