AI Apps Making $20,000+ per month with 1 person teams. — Key Takeaways
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AI Apps Making $20,000+ per month with 1 person teams.
Wes Roth21mJul 12, 2026
Watch the originalBuild a simple AI-powered micro-SaaS targeting a single tedious task (like Excel formulas), add a paywall immediately, and expect 5 years — not 1 year — to reach life-changing revenue.
Key takeaways
Non-coder built Excel formula AI tool to $2.7M ARR, turned down Microsoft acquisition
Non-coder built Excel formula AI tool to $2.7M ARR, turned down Microsoft acquisition
- David Breler launched formula.dog in 2023 at $9/mo; hit $25K MRR within a year, scaled to $226K MRR by 2025.
- Still can't code — built on Bubble AI; survived a $5K overnight API bill by adding a paywall and persisting.
PDF.ai bought for $20K from dead GitHub repo, peaked at $1.5M ARR as a solo founder
PDF.ai bought for $20K from dead GitHub repo, peaked at $1.5M ARR as a solo founder
- Damon Chen paid $20K for abandoned code, grew it to $500K ARR in 2023, peaked at $1.5M before settling back to ~$500K.
- Demonstrates that acquiring existing code assets is a viable low-cost entry point into AI SaaS.
Use AI for research and structured notes; never let it write your final output
Use AI for research and structured notes; never let it write your final output
- AI drafts bullet-point cheat sheets with figures, dates, and sources — the human writes or speaks the final content.
- Outsourcing final output causes quality and authenticity issues; outsourcing research compounds your own understanding.
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In this video
- 1mwhy I'm doing this
- 6m25k with Excel Formulas
- 12m20k with thumbnails
- 12m42k with PDFs
- 13mWhat you should do
“He still can't code. So the takeoff of the business was super fast.”
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