Is your AI-built app
actually production-ready?
Lovable, Bolt, v0, and Replit get you to a working demo fast, but “works in the preview” and “safe for real users” are very different bars. Check off what you've actually handled and get an honest readiness score with the gaps that matter most.
About your app
Toggle what applies. The score only counts checks relevant to your app.
Security
Data & backend
AI & LLM
Reliability
Performance
Monitoring & ops
Launch & compliance
Production-readiness score
0/100
Not production-ready
High risk of breaking, or leaking data, in production. Start with the fixes below.
Fix these first
Each prompt tells the AI to fix the item only if it really applies — otherwise it reports back that it's not relevant and you can mark it done.
Want someone to actually fix these for you?
Book a Free Call →A self-assessment for planning, not a security audit. Nothing you enter leaves your browser.
Why “it works” isn't the same as “it's ready”
AI builders are genuinely impressive at turning a prompt into a working interface. What they are not built to do is reason about the things that only matter once real people use your app: whether your API keys are exposed, whether your database will hand any visitor every other user's data, whether the app survives a failed network request, and whether it even builds and deploys outside the sandbox it was created in.
None of this means AI-built apps are a bad idea: they are a fast, cheap way to get to a real product. It just means there is a hardening step between “the demo works” and “I can put this in front of customers.” The scorecard above is a quick way to see how much of that step is still ahead of you.
Frequently asked questions
What does "production-ready" actually mean for an AI-built app?
It means the app can safely handle real users and real data, not just a demo. The big gaps in AI-generated apps are security (exposed API keys, unprotected routes), data access rules, real error handling, and deployment outside the preview environment. A pretty UI that works in the builder is not the same as a production system.
Why do apps from Lovable, Bolt, v0, and Replit break in production?
These tools optimise for getting something working fast in a sandbox. They frequently inline secrets into frontend code, leave databases open with no access rules, skip server-side validation, and rely on preview environments that hide native build, CORS, and deployment issues. Those gaps only surface when real users, or attackers, arrive.
Is the biggest risk usually security?
Often, yes. The most common and most dangerous issues are exposed API keys in the client bundle and databases with no row-level security, which can leak or expose every user record. That is why those items are weighted highest in this scorecard.
Can you fix these issues for me?
Yes. Fixing AI-generated apps for production: security hardening, proper auth and data rules, real error handling, and clean deployment, is exactly what the vibe-coded production service does, across Lovable, Bolt, v0, Rork, and Replit.
Does this tool store my answers?
No. The scorecard runs entirely in your browser. Nothing you check is sent anywhere or stored.
Low score? I can get it production-ready.
I fix AI-built apps for production: security, auth, data rules, error handling, and clean deployment. Flat-rate, usually within 48 hours.