Vibe coding is building software by describing what you want to an AI tool and accepting what it generates, often without deeply reviewing the code. It is fast and great for prototypes, but a vibe-coded app is usually not production-ready: it tends to have security gaps, no tests, fragile architecture, and no monitoring. Taking it to production means reviewing and hardening the code, adding security and tests, fixing the architecture, and setting up real infrastructure.
Building software by describing what you want to an AI tool and accepting what it generates.
It tends to have security gaps, no tests, fragile architecture, and no monitoring.
Taking it to production means reviewing and hardening the code, adding security and tests, fixing the architecture, and setting up real infrastructure.
If real users, real data, or real money will touch it, the production work is worth doing properly.
What “vibe coding” actually produces
AI build tools like Lovable, Bolt, v0, Replit, and Cursor can turn a description into a working app in hours. That is genuinely useful: you get a prototype fast, prove the idea, and show something real. The catch is what you cannot see. A vibe-coded app often has:
None of this is a knock on the tools. They are prototype engines. Production is a different job.
The gap between “it works” and “it is production-ready”
“It works on my screen” and “it is safe to run for real customers” are far apart. Production-ready means it stays up, protects data, handles errors, can be changed safely, and can pass a security review. Closing that gap is engineering, and it is exactly where most AI-built projects stall.
Figure 1. From it works to production-ready
Restates this section: production-ready means it stays up, protects data, handles errors, can be changed safely and can pass a security review, and closing that gap is engineering.
The playbook: from vibe-coded app to production
- Code review and hardeningRead what the AI generated, fix security issues, remove exposed secrets, and add proper access controls.
- Add testsAutomated tests so future changes do not silently break things.
- Fix the architectureReplace demo-grade shortcuts with structure that holds up under real load and change.
- Set up infrastructureReal hosting, environments, backups, and a safe deployment process.
- Add monitoring and error handlingKnow when something breaks before your users do.
- Address complianceIf you touch regulated data, build in the controls HIPAA, SOC 2 readiness, or government reviews require.
- Document and hand offSo the system can be maintained, not just launched once.
How to know if your app is ready
Quick gut check. If you cannot confidently answer yes to these, it is not production-ready yet:
- Do you know exactly what data it stores and how it is protected?
- Would it pass a basic security review?
- If you change one thing, does anything catch a break?
- Do you find out about failures before your users do?
- Could someone other than the original builder maintain it?
(For a full version, see the AI Prototype Security Checklist.)
When to bring in help
If the app is a throwaway prototype, vibe coding is enough. If real users, real data, or real money will touch it, the production work is worth doing properly. A custom software development partner can take a vibe-coded app from proof of concept to a secure, scalable, monitored system, often faster than rebuilding from scratch, because the prototype already captured the idea.
Frequently asked questions
What is vibe coding?
Building software by describing what you want to an AI tool and accepting what it generates, usually without deep code review. It is fast and good for prototypes.
Is a vibe-coded app production-ready?
Usually not. It tends to have security gaps, no tests, fragile architecture, and no monitoring. It needs review, hardening, tests, infrastructure, and often compliance work first.
Can you take my AI-built app to production?
Yes. Sthenos specializes in moving prototypes, including vibe-coded and AI-built ones, from proof of concept to secure, scalable, monitored production.
Is it faster to fix a vibe-coded app or rebuild it?
Often faster to take the prototype to production, because it already captures the idea and the requirements. We assess which path is right before committing.
Built something with AI and want it ready for real users? Request a free consultation or a production-readiness audit, and we will tell you exactly what it needs.
Related guides
Before you ship, work through the production readiness checklist, or commission an independent production readiness audit.
