Comparison
Productera vs Vibecoding Alone
AI tools are incredible for prototyping. But there's a gap between “it works when I click through it” and “it works for 10,000 paying users.”
Vibecoding + Productera
Keep your prototype. We add the security, scalability, and infrastructure that AI tools don't generate. Your idea, production-grade.
Vibecoding Alone
Fast and free. Perfect for validation and demos. Risky when real users, real money, and real data are involved.
What AI-generated code is missing
The invisible 20%
AI handles the visible 80% well — the UI, the happy path, the core CRUD. But production software needs error handling, input validation, authorization checks, database indexing, rate limiting, and monitoring. These are invisible to users but critical when things go wrong.
Security is not optional
AI-generated code regularly contains IDOR vulnerabilities, hardcoded API keys, missing rate limits, and SQL injection vectors. These are invisible during demos but catastrophic with real users. A security audit before launch is not paranoia — it's due diligence.
We don't rewrite — we harden
Your vibecoded prototype has real value. The UI decisions, the user flow, the validated idea — that's worth keeping. We add the engineering infrastructure underneath it so it can handle production load without compromising security.
Built something with AI? Let's make it production-ready.
Share your codebase and we'll tell you exactly what needs hardening — and what's already solid.