Problem discovery, scored
Find Real Problems
Worth Building
We continuously scan and analyze a growing stream of user complaints and requests to identify underlying problems — then turn the best opportunities into execution-ready blueprints.
No guesswork·No assumed demand·Validated problems only
From signal to build plan
Five stages between a stray complaint on the internet and something you can ship.
- 01
Find Real Problems
We scan Reddit, GitHub, reviews, and 17+ other sources to surface real user complaints and requests.
- 02
Understand What Matters
Each problem is evaluated for urgency, demand, and feasibility, then broken down to uncover what's driving it.
- 03
Get a Build Plan
Top opportunities become execution-ready blueprints — tech stack, MVP scope, go-to-market, and risks.
- 04
Start Building
Pick a problem, bookmark it, and start building. Share your solution to get discovered by others.
- 05
Track Opportunities
Track emerging problems, get alerts when solutions are built, and research trends across the market.
Problems We've Found
Real problems from real users — scored, analyzed, and ready to build on.
Freelancers Cannot Afford Legal Contract Drafting
Freelancers and small businesses pay $300–$1800 per contract or skip legal protection entirely, risking non-payment and IP disputes.
SaaS Free Trial Abuse via Disposable Email Accounts
SaaS products with free trials are exploited by users who create new accounts with different emails to repeatedly access the trial without paying.
Chasing Overdue Invoices Is Manual, Awkward, and Inconsistent
Small businesses rely on weak auto-reminders or manual WhatsApp messages to collect overdue payments. No good system exists for persistent, relationship-friendly follow-up.
Who It's For
For Builders
You have the skills — now find the right problem. Browse thousands of validated pain points and get execution-ready blueprints with tech stacks and go-to-market plans. Build and share your solution to get discovered by investors. Plug directly into your workflow via MCP with tools like Claude, Cursor, or Windsurf.
For Investors
See what the market is struggling with before anyone else. Track high-signal problems, get alerts when solutions are built, and understand where real demand is forming. Research trends, evaluate opportunities, and connect directly with the teams building solutions. Use Ask Atlas to dive deeper into any market signal with on-demand analysis.
Simple Pricing
Start free. Upgrade when you need more.
Free
Explore the full catalog
- Unlimited browsing with search and filters
- Full 8-dimension scoring breakdown
- 2 full analyses + blueprints per day
Builder — Most Popular
Unlimited problems and blueprints. Early adopter pricing — locks in at this rate.
- Unlimited problem views
- Full 8-dimension score breakdown
- Deep analysis & root causes
- Solution blueprints with tech stacks
- Bookmarks and collections
- MCP — 9 tools for Claude, Cursor & more
Investor — Full Access
AI market intelligence. Early adopter pricing — locks in at this rate.
- Everything in Builder
- Ask Atlas — AI market analyst (300 req./mo)
- Investment Intelligence dashboard
- Discover submitted solutions
- Connect directly with builders
- MCP — 15 tools (2x req. limit)
Stop Guessing What to Build
Building is fast. Finding a problem worth building for is the hard part. Let us handle that.
Get Started Free