AI-Generated Code Still Needs an Owner
Why faster code generation without clear review rules accelerates technical debt, security gaps, and maintenance risk.
Before more money, customer access, or investor demos depend on the prototype, architecture, secrets, data flows, build, and dependencies should be clear. The review gives you a senior technical assessment instead of guesswork.
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
You provide repository or project access with the necessary information.
I check structure, build, security basics, and critical paths.
You receive a prioritized assessment instead of vague gut feeling.
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
Ongoing senior control while you continue developing with AI.
Monthly allowance for reviews, small fixes, and technical guardrails.
monthly subscription, plus VAT where applicable
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.
Why faster code generation without clear review rules accelerates technical debt, security gaps, and maintenance risk.
AI tools accelerate development, but they also introduce new risks to code security and data. What do companies need to consider for ISO 27001 and compliance?
FAQ
Yes, especially if the code was created heavily with AI tools and no experienced developer has reviewed it yet.
I check obvious technical risks such as secrets, API flows, and configuration. This does not replace a formal penetration test.
Yes. The triage or review can directly become a stabilization sprint.
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.