Skip to content
TAA

AI prototype to production

Your prototype works. Now it has to hold up for paying customers.

I check which parts of your app from Lovable, Bolt, Replit, Cursor or v0 hold up, fix what is missing for real users and the stores, and run it from there. The first step is a fixed-price App Check at $2,000.

You built an AI prototype that does what it should. That is worth a lot: it proves the idea, and it describes your product more precisely than any written brief. Some people call this a vibe-coded app, meaning one built mainly by describing it to an AI tool. The question now is not whether it works, but whether it holds up once strangers sign up, pay and trust it with their data.

What paying customers need that a prototype often lacks

Usually not more features, but the parts nobody sees in a demo:

  • Database access rules: each customer sees only their own data, and nobody can read the database from outside.
  • Keys out of the browser: keys for payments, email or AI services belong on the server, not in code anyone can open.
  • Sign-in that holds: password reset, sessions that end, accounts that can be deleted.
  • Backups: copies of your data that have been restored at least once as a test.
  • Logging: when something fails, you can see what failed and when.
  • A way into the stores: builds, signing, store listing and privacy details.
  • Apple guideline 4.2: an app that is only a website in a wrapper is often rejected for minimum functionality. More on that under help after an App Store rejection.

How it starts: the App Check

With the App Check at a fixed price of $2,000. It includes check points written for AI prototypes:

  • access rules of the database
  • keys and sign-in logic that run in the browser
  • internal tools or admin pages that anyone can reach
  • store risk under Apple guideline 4.2
  • how much the app depends on the platform it was built on

You get a traffic-light report within five business days, the most critical gap fixed after we have agreed on it, and a fixed price for the next step.

Three ways forward

The report recommends one of three paths, each with a fixed price:

  • Stay on the platform and harden it: access rules, keys, backups and store readiness fixed where the app lives today, as a takeover from $10,500 or a rescue, depending on what the check finds.
  • Move off the platform: the App Rescue variant "From prototype to real app", from $27,800. The app moves into a common, documented setup on accounts in your name, with 90 days of free bug fixing after launch. Details under rescuing an app project.
  • Rebuild with the prototype as the blueprint: a First Version (MVP) from $27,800, in two to four weeks.

After that the app has to keep running: operating system updates, security patches, store deadlines and monitoring. That is operation from $1,400 a month.

"Isn't AI cheaper?"

Yes, building got cheaper, and I use AI every day myself. What it does not do is get your app through Apple's review, decide who may see which data, or notice that payments stopped on a Friday night. That is the part you pay me for. If your prototype holds up, I will tell you so, and you only pay for what is missing.

If personal data was exposed

Close the gap first, then check your obligations. If the App Check finds personal data that could be read from outside, the report says so plainly and points out that you may be obliged to report it. Whether that applies is for you to check, ideally with whoever advises you on data protection. I do not give legal advice.

Who owns what

You do. The code sits in your repository from day one; with each paid milestone, the rights to everything delivered up to that point pass to you. Store, server and database accounts are registered to your company, not to me.

Confidential from the first call: we are happy to sign an NDA before we talk.

Professional liability insurance in place, proof on request.

Common questions

Is a vibe-coded app ready for production?

Sometimes, but rarely as it comes out of the tool. The gaps are usually the invisible parts: database access rules, keys sitting in the browser code, sign-in details, backups that were never restored, and missing logs. The App Check shows which of these apply to your app.

Do I have to leave Lovable, Bolt or Replit?

No. Often the right answer is to stay on the platform and close the gaps there. Moving off it makes sense when the platform limits what your customers need, or when you want everything under your own accounts. The App Check tells you which case you are in.

Is my prototype wasted if we rebuild?

No. A working prototype is the most precise description of a product that a non-technical founder can hand over. If we rebuild, it serves as the blueprint, and the App Check is credited in full when you order the next step within 60 days.

What does it cost?

The App Check costs $2,000, with an introductory price of $1,100 for the first five clients (until 31 December 2026 at the latest). After that every step has a fixed price: the rescue variant "From prototype to real app" from $27,800, a First Version (MVP) from $27,800. All prices are net; the tax treatment is clarified before contract and stated in the offer.

Do you use AI yourself?

Every day. It makes building cheaper; it does not make accountability cheaper. I review every line that ships, and the decisions about who may see which data stay with a person.

Can you get a Lovable or Bolt app into the App Store?

Nobody but Apple can promise approval. I prepare the app and the submission so that it meets the guidelines as far as anyone can check in advance, and if the app is a website in a wrapper, I tell you honestly what it needs first.

Show me what you built.

30 minutes, free: you show me the prototype and tell me who is about to use it; you leave knowing what usually needs attention first and whether the App Check is the right step.

Free 30-minute call, no obligation

You talk to Marcel directly, the architect who is accountable for the work. No sales rep, no pitch.

The calendar is served by Cal.com. It loads only after you click (data goes to Cal.com, US). Privacy policy

Prefer to write first? Describe your situation, with a link to your app, repository or questionnaire. You get an answer within one business day.