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Practical service

App Productization

Your vibe-coded app works. I can turn it into a product.

Before: A colorful app icon assembled from loosely stitched mismatched panels.

AI can turn an idea into a working iOS or macOS app remarkably quickly. That is a real achievement.

But a prototype that works in a demo is not necessarily ready for real users, the App Store, subscriptions, sensitive data, or continued development. As features accumulate, the code can become a patchwork of conflicting patterns, duplicated logic, fragile state, and fixes that create new problems elsewhere.

Bring me the Frankenstein. I’ll make it runway-ready.

What I do

I take promising, rapidly built Apple-platform apps and turn them into dependable products—without automatically throwing everything away and starting again.

That can mean:

  • Finding the architectural problems hidden beneath visible bugs
  • Stabilizing navigation, state, concurrency, persistence, and networking
  • Removing duplicated or contradictory implementations
  • Improving performance, privacy, security, and accessibility
  • Introducing tests and delivery safeguards where they provide real value
  • Preparing the app for App Store review and production use
  • Creating a foundation on which new features can be developed safely

The goal is not immaculate code for its own sake. The goal is a product that works reliably, can evolve without collapsing under its own weight, and is understandable to the people responsible for it.

How an engagement works

1. Understand what you have

I review the product, codebase, architecture, and current problems. I distinguish urgent risks from ordinary technical imperfections and identify what is already worth preserving.

2. Agree on what matters

You receive a straightforward assessment: what is working, what is fragile, what could prevent release or growth, and what I recommend addressing first.

3. Stabilize and improve

I work through the agreed priorities—refactoring where necessary, preserving momentum where possible, and validating that important improvements work in the real app.

4. Leave you with a stronger product

The result is not merely a cleaner repository. It is a more reliable app, clearer technical foundations, and a practical understanding of what should happen next.

Why work with me?

I have spent more than 15 years building software for Apple platforms. My experience includes widely used products such as Calm and Keepsafe, open-source infrastructure used throughout the Apple ecosystem, and Wellspent—the digital wellbeing company I co-founded, served as CTO of, personally wrote roughly 90% of the code for, and later sold with my co-founders.

I also use my own AI-assisted engineering workflow with specialized agents. This lets me investigate and improve complex codebases efficiently, while architecture, priorities, and consequential changes remain under experienced human control.

Because I have worked as both an engineer and a founder, I understand that successful apps need more than technically elegant code. When helpful, I can also contribute to product direction, monetization, positioning, and the decisions required to turn a working app into a viable business.

Is this for you?

This offering is a good fit when:

  • You built an app with AI and have reached the limits of what you can confidently change
  • The app works, but bugs and regressions appear whenever you add features
  • You are approaching launch and want an experienced Apple engineer to assess the risks
  • A developer or investor has raised concerns about the codebase
  • You need subscriptions, data handling, analytics, or platform integrations to work reliably
  • You want an experienced technical partner without immediately building an engineering team

You have already done the difficult part: turning an idea into something real.

I can help turn it into something durable.

Have a promising system that needs to become dependable?

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