3-minute assessment

Are you frustrated that your vibecoded product works, but is getting harder to manage every week?

Answer 15 focused questions and get immediate, practical feedback on what to improve first.

Answer honestly. You will get immediate feedback after submission.

What this assessment improves

Reliability: uncover hidden delivery risks before they become production incidents.
Maintainability: identify where your code and process need simplification.
Delivery confidence: prioritize concrete improvements so your service stays manageable as it grows.

1. Do you use version control with pull requests for all production changes?

Yes No

2. Is every AI-generated change reviewed and approved by a human owner before merge?

Yes No

3. Does CI block merges unless tests pass for changed code?

Yes No

4. Do you require an AI critique-and-fix pass (security and edge cases) before creating a PR?

Yes No

5. Do your prompts include explicit constraints (I/O rules, error handling, auth and security assumptions)?

Yes No

6. Do you run automated security checks on each PR (SAST, secrets scanning, dependency checks)?

Yes No

7. Do you validate major changes in a staging environment first?

Yes No

8. Do you have a single document where requirements and assumptions are maintained and reused by both your team and AI tools?

Yes No

9. Do you track maintainability metrics (complexity, duplication, churn) after AI-heavy releases?

Yes No

10. Do you have tested rollback/backup procedures and production monitoring for incidents?

Yes No

11. What is your current situation? I am still mostly at idea/prototype stage. I have a working product but no regular customers yet. I have a working product with active customers. My product is live but I am constantly firefighting issues.

12. What is your desired outcome? Stable product with fewer incidents. Faster delivery without breaking things. A process I can delegate to a team. Confidence to scale customers and features.

13. What have you tried in the past that did not work?

More detailed prompting Full or partial rewrites Hiring freelancers without clear process Switching tools repeatedly Shipping more features hoping quality improves I have not tried anything specific yet

14. Which type of solution best fits your needs?

A source of information (book/blog/video) 1-to-1 consultation A team working for me Software that handles it for me

15. Is there anything else you want me to know? (Optional)

Name Email

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