Muchen Dai

Problem Atlas - Find real problems worth building β€” scored, analyzed, ready

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Problem Atlas scans and analyzes a growing stream of user complaints and requests from the internet to identify underlying problems β€” then turns the best opportunities into execution-ready blueprints. πŸ” Real-time discovery from 17+ sources πŸ“Š 8-dimension scoring (urgency, demand, feasibility) 🧠 Deep root cause analysis πŸ› οΈ Solution blueprints with tech stacks & GTM πŸ“ˆ Investment intelligence dashboard πŸ€– Ask Atlas β€” AI market analyst on demand πŸ”Œ MCP for Claude, Cursor & more πŸ†“ Free to start

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Muchen Dai
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With AI, the speed of getting something into the market is no longer the bottleneck β€” finding a problem actually worth solving is.

I spent hours browsing Reddit, Hacker News, app reviews, and forums trying to spot real pain points. But it was slow, scattered, and there was no way to tell if a problem had real demand or if I was just chasing noise.

So I built Problem Atlas β€” a centralized place where builders like me can discover validated problems, with deep analysis and execution-ready blueprints. No more guessing. No more gut feelings. Just real signals from real users.