AI App Development: From Idea to Working App in 3 Hours šŸš€

The actual results of my AI app development experiment with Mind Fitness Now. What I learned about AI development efficiency and the complete AI-powered pipeline from idea to market.

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Hey!

Here’s the promised continuation of my AI app development experiment. Of course, I’m excited to share the actual results with you!

Over the past few weeks, I’ve been testing different AI development approaches with my ā€œMind Fitness Nowā€ app. After experimenting with Claude Task Master (which created 262 files and 44k lines of code 🫣) and Cursor Memory Bank (which had its own challenges), I finally found a sweet spot that delivers results without the complexity.

The Result: A Working Mental Fitness App

Remember how I promised to show you the actual app? Well, here it is!

The ā€œMind Fitness Nowā€ app focuses on what truly matters: helping users build awareness of their thoughts through simple, consistent practices. Here’s what I’ve built:

Phase 1: Daily Reflections

Phase 2: Tiny Habits (Unlocked after 7-day streak)

The entire flow is intentionally simple. No overwhelming features, no complex gamification, just the essentials that actually help you develop awareness of thoughts and help guide actions that support your values.

What I Learned About AI Development Efficiency

After testing multiple approaches, here’s what actually works:

The Approach:

My Current Best Practice Workflow:

  1. Start with a solid PRD (Project Requirements Document): but keep it focused on MVP
  2. Use simple, direct prompts instead of complex task management systems
  3. Iterate in small chunks: build, test, refine, repeat
  4. Maintain context manually: update the next prompts or tell the AI agent what works and what doesn’t and have it consider this next time

This approach got me from idea to working app in under 3 hours, compared to the 6+ hours with over-engineered systems.

The Bigger Picture: From Idea to Market

But here’s where it gets really interesting. I’m not just thinking about development anymore. I’m exploring how AI can accelerate the entire journey from idea to market.

The Complete AI-Powered Pipeline I’m Testing:

šŸŽÆ Idea Validation

⚔ Fast Development

šŸ“ˆ Marketing Automation

The goal? To compress the traditional 6-12 month app development cycle into weeks, not months.

Early Results:

What’s Next in My Experiment?

In short: Iterations against a useful app to help me first. If something is not working, it’s up to me to improve it. šŸ™‚

Why This Matters for You

Whether you’re building an app, working in a company, starting a business, or just curious about AI’s potential, these experiments reveal something important: AI isn’t just changing what we can build but it’s changing how fast we can go from idea to reality.

The traditional barriers (coding skills, marketing budgets, time constraints) are becoming less relevant.

What matters now is:

The ā€œMind Fitness Nowā€ app might seem simple, but it represents something bigger: proof that individuals can now build, test, and launch ideas at a speed that was previously only possible for well-funded teams.

Coming Up Next

I’ll definitely share more about marketing automation in the future. Content creation. Automation in general.

Interested in seeing how far this rabbit hole goes?

Stay tuned!

Talk soon, Primož

P.S. If you’re curious about the ā€œMind Fitness Nowā€ app itself, I’ll be sharing beta access soon. The goal is to help people develop the most important skill of all: awareness of their own thoughts. Because that’s where everything starts, right? šŸ˜‰

P.S.S The biggest encouragement You can give me at the moment is to find one or two people in your address book that you can write to: I believe you would find this useful: ​https://ideasuniverse.com/​ Thank you! āœŒļø

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