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Assessment

Can Your Vibe-Coded App Actually Ship?

AI built your MVP. Now find out if it's actually production-ready or just production-shaped.

Includes a personalized analysis written by Seth based on 20+ years of engineering and startup experience.

16 questions · ~3 minutes
Question 1 of 16 Code Quality

How well do you understand the code AI generated for you?

Question 2 of 16 Code Quality

How does your app handle errors?

Question 3 of 16 Infrastructure

Where is your app running right now?

Question 4 of 16 Security

What's your authentication situation?

Question 5 of 16 Infrastructure

How does your app store data?

Question 6 of 16 Maintainability

How much of your UI was AI-generated?

Question 7 of 16 Maintainability

What happens if you need to change a core feature?

Question 8 of 16 Security

How do you handle user input?

Question 9 of 16 Code Quality

Do you have any tests?

Question 10 of 16 Maintainability

What's your dependency situation?

Question 11 of 16 Code Quality

Could you reproduce this app from scratch - not with AI again, but from a blank file - if you had to?

Question 12 of 16 Observability & Debugging

What does your logging and debugging look like in production?

Question 13 of 16 Security

Do you have rate limiting on endpoints that accept user input?

Question 14 of 16 Infrastructure

How does your deployment process work right now?

Question 15 of 16 Maintainability

Do you actually know what each of your app's dependencies does and why it's there?

Question 16 of 16 Observability & Debugging

Do you know how to reproduce a bug that was reported in production?

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