Typical problems
- Many fast changes without clear architecture
- Build and runtime errors after AI-generated additions
- Unclear data flows between UI, API, and database
Cursor project stabilization
When Cursor was fast, but the project now wobbles.
Cursor is strong for speed. The bill often arrives later: scattered changes, inconsistent patterns, and features without robust failure cases. I stabilize the most important technical paths.
What is clear afterwards
- More stable build and clearer module structure
- Cleaned-up core flows instead of random one-off fixes
- Technical handover with sensible next steps
Process
1
Capture project state
I check build, routing, data flows, and configuration.
2
Prioritize core paths
The most important flows are stabilized before side issues.
3
Repair
Errors are fixed deliberately and documented.
Matching packages
Book directly or start with an audit.
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.
- Repository check for broken imports, missing packages, and build errors
- Assessment: repair, restructure, or discard
- Prioritized fix list with effort estimate
- No implementation included
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.
- 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
Code Guidance
Ongoing senior control while you continue developing with AI.
790 €/month
Monthly allowance for reviews, small fixes, and technical guardrails.
- Up to five hours of review or fixes per month
- Pull request or repository checks
- Validate architecture and tooling decisions
- Ideal for founders with ongoing AI prototyping
FAQ
Common questions
Is this only for Cursor projects?
No. The same problems also happen with ChatGPT, Claude, Lovable, and other AI tools.
Do you clean up the folder structure too?
Yes, where it is necessary for stability and maintainability. Large refactors are prioritized instead of started blindly.
Can I keep developing with AI afterwards?
Yes, ideally with clearer guardrails so new AI changes cause less damage.