Vibe coding guide: How to transition from AI generation to live deployment

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You typed a few prompts into an AI tool and watched it build something that works. Maybe you've shown it to early users, or pitched it to investors who got excited about the demo. Now you're stuck on the harder question: is this thing actually safe enough to put in front of real customers?

The tools that got you this far were built for speed, not durability. Production means real payment details and real consequences when something breaks at 2 am.

This guide walks through the steps that close that gap, from auditing what the AI actually built to choosing where it finally goes live.

Why prototypes break once real users arrive

A vibe-coded demo and a production application can look identical on screen and still be entirely different things underneath.Veracode's 2025 GenAI Code Security Report tested output from more than 100 large language models and found that 45%...

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