AI App Development: From Idea to Working App in 3 Hours š
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.
Hey!
Hereās the promised continuation of my AI app development experiment. Of course, Iām excited to share the actual results with you!
Over the past few weeks, Iāve been testing different AI development approaches with my āMind Fitness Nowā app. After experimenting with Claude Task Master (which created 262 files and 44k lines of code š«£) 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 āMind Fitness Nowā app focuses on what truly matters: helping users build awareness of their thoughts through simple, consistent practices. Hereās what Iāve built:
Phase 1: Daily Reflections
- User writes about their daily thoughts and experiences
- The app helps them identify their core values through guided reflection
- Simple, clean interface that encourages honest self-examination
- Progress tracking to build the habit of daily reflection
Phase 2: Tiny Habits (Unlocked after 7-day streak)
- Micro-habits directly connected to the userās identified values
- Sustainable actions that take less than 2 minutes
- Building self-reflection functionality
- Integration between thoughts and actions
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, hereās what actually works:
The Approach:
- Not too detailed (like Task Masterās 262 files)
- Not too loose (which leads to inconsistent results)
- Just right: Clear requirements + iterative development
My Current Best Practice Workflow:
- Start with a solid PRD (Project Requirements Document): but keep it focused on MVP
- Use simple, direct prompts instead of complex task management systems
- Iterate in small chunks: build, test, refine, repeat
- Maintain context manually: update the next prompts or tell the AI agent what works and what doesnāt 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 hereās where it gets really interesting. Iām not just thinking about development anymore. Iām exploring how AI can accelerate the entire journey from idea to market.
The Complete AI-Powered Pipeline Iām Testing:
šÆ Idea Validation
- AI-assisted market research
- Rapid prototype testing
- User persona development
ā” Fast Development
- Streamlined AI coding workflows
- Automated testing and debugging
- Rapid iteration cycles
š Marketing Automation
- AI-generated content strategies
- Automated social media campaigns
- Personalized user onboarding process
The goal? To compress the traditional 6-12 month app development cycle into weeks, not months.
Early Results:
- App development: 3 hours (vs. traditional weeks)
- Content creation: AI generates weeks of social media content in minutes, in the language and style you want
Whatās Next in My Experiment?
In short: Iterations against a useful app to help me first. If something is not working, itās up to me to improve it. š
Why This Matters for You
Whether youāre building an app, working in a company, starting a business, or just curious about AIās potential, these experiments reveal something important: AI isnāt just changing what we can build but itās 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:
- Clear thinking about what you want to create
- Understanding how to work effectively with AI tools
- Willingness to iterate and learn quickly
The āMind 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
Iāll 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 youāre curious about the āMind Fitness Nowā app itself, Iāll be sharing beta access soon. The goal is to help people develop the most important skill of all: awareness of their own thoughts. Because thatās where everything starts, right? š
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: āhttps://ideasuniverse.com/ā Thank you! āļø