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
Ask these questions. If you cannot answer yes with confidence, it is not there yet.
- Does it handle bad input, offline states, and failures?
- Are secrets, authentication, and permissions handled correctly?
- 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?
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.