AI-First Engineering
Is vibe coding production-ready?
Short answer: a vibe-coded app is production-ready only after real engineering work. The demo is the easy part. The product is the rest.
What production-ready means
A product runs repeatedly, safely, and under real load. It handles bad input and network failures, protects user data, and a team can maintain it. A demo only has to work once, on the happy path. That gap is the work.
Where vibe-coded apps fall short
- Reliability and error handling under real conditions
- Secure authentication and customer-data handling
- Correctness: code that looks right but returns the wrong result
- Tests and CI, so changes do not break what already works
- Behavior at scale, and a cloud bill that stays sane
- Maintainability, so a team can own it after launch
How to tell if yours is ready
Twelve questions. Check the ones you can answer yes to with confidence. If you cannot answer yes, it is not there yet.
- Does it handle bad input, offline states, and failures?
- Are secrets out of the code, and does every request check who may see what?
- Is there a real test suite and continuous integration?
- Can a new engineer change it safely without fear?
- Does it hold up under real users, real data, and real load?
- Has anyone verified the results are correct, not just plausible?
- Could you defend how customer data is stored and processed to a regulator?
- Would you know within minutes if it broke in production?
- Can you roll back a bad release and restore lost data?
- Do you know what it costs to run at ten times the users?
- Do you know what your dependencies are, and are they real, maintained, and licensed for commercial use?
- Does it stay up when a service it depends on goes down?
The next step
Not sure where your app stands? A production-readiness audit gives you an independent verdict and a remediation roadmap. For the wider picture, see how we practise AI-assisted engineering instead of vibe coding.
Related reading
Where the hidden tech debt in vibe-coded apps collects, and outgrowing v0 and Lovable when the MVP hits its wall.
Frequently asked questions
Can a vibe-coded app go to production at all?
Yes, after real engineering work. Vibe coding is a fast start. Getting to production needs architecture, tests, security review, and code a team can maintain.
How long does it take to make a vibe-coded MVP production-ready?
It depends on the gap. A production-readiness audit gives you a go/no-go verdict and a rough cost and time before you commit.