From Vibe Coding to Production: A Workshop for Shipping Real Apps
By the apprat.io AI Code Engineering Team 6 min read
In short: Vibe-coded prototypes can be impressive but are rarely production-ready. A workshop on shipping real apps covers security checks, tests, real-device QA, backend hardening, monitoring and store submission, with humans accountable for each gate.
Vibe coding, describing what you want and letting an AI build it, has made it possible for almost anyone to get a working app on screen. The distance between "it works on my screen" and "strangers can safely rely on it" is still large. This workshop is about crossing that distance deliberately.
What usually separates prototype from product
- Security. Missing authorization checks, secrets in client code, open database rules.
- Data handling. No backups, no migration plan, personal data without a legal basis or deletion path.
- Error handling. The happy path works, everything else crashes or hangs.
- Testing. No tests, or tests that assert nothing meaningful.
- Device reality. Layout, performance and permissions behave differently on real phones.
- Operations. No monitoring, no release process, no one on call.
- Store requirements. Privacy declarations, review guidelines and testing rules.
The production-readiness walkthrough
Participants bring a prototype, built with an AI app builder or a coding agent, and work through the following steps with an instructor.
- Inventory. List screens, data, third-party services, secrets and who can access what.
- Threat check. Ask what a curious or malicious user could do: read other users' data, skip a paywall, flood an endpoint.
- Fix the foundations. Authentication, authorization, input validation and secrets management come first.
- Add tests where it hurts. Cover login, payments and data writes before cosmetic features.
- Test on real devices. At least one recent and one older phone, on each platform you target.
- Prepare operations. Backups, logging, error reporting and a way to roll back.
- Prepare the release. Assets, privacy information and a plan for the store review.
Using agents to harden, not just to build
Coding agents are useful for cleanup as well. They can list missing validations, draft tests for existing behavior and propose refactors. The key is to ask them for findings, then verify each one. In the workshop, participants run an agent over their prototype with a security-minded brief and compare its findings with the instructor's manual review. The comparison is instructive: agents find real issues and also miss some, and they sometimes report problems that do not exist. Details of what to check are in our security review guide.
A realistic timeline
Founders often ask how long the last mile takes. It depends on the app, but the work typically falls into phases that can partly overlap: hardening the backend and authentication, writing tests for the critical paths, device testing and fixing, preparing store assets and privacy information, and finally review and release. The store review itself is outside your control, and new developer accounts may have extra requirements, so leave buffer time. Planning with a buffer is not pessimism; it is what keeps a launch date from becoming a source of stress and rushed shortcuts.
Store submission is its own project
For mobile apps, release readiness includes the stores. Apple's App Store Review Guidelines contain rules such as Guideline 4.2 on minimum functionality, which affects apps that are little more than a wrapped website. Google Play requires closed testing for new personal developer accounts before production release. Rules change, so verify the current requirements on the official pages. We explain the Apple side in our guide to Guideline 4.2 and AI-built apps.
How apprat.io helps
With AI speed, human responsibility, we let agents do much of the implementation while senior AI Code Engineers plan, review every change, test on real devices and handle store submission. The workshop teaches you to run the same checklist yourself. If you prefer to hand over the last mile, we offer code audits and rescue of AI-generated apps and App Store and Google Play publishing, described on our custom development page.
Who benefits
The format suits founders with a working prototype, small product teams that grew an internal tool into something customers use and agencies tempted to ship generated code directly. If this describes you, book a call for free and we will discuss which parts you can handle yourself and which deserve professional eyes.
Frequently asked questions
What is vibe coding?
Vibe coding means describing the app you want in natural language and letting an AI generate it, often with little attention to the underlying code. It is great for prototypes but needs additional work for production.
Can I bring my own prototype?
Yes. Prototypes built with AI app builders or coding agents are welcome, and working on your own app makes the workshop more useful.
Will the workshop cover app store submission?
Yes, at an overview level: assets, privacy information and common review issues. Always verify the current store requirements.
Do we still need professional review afterwards?
For anything involving personal data, payments or many users, we strongly recommend it. The workshop helps you find out how much is needed.