# Problem Atlas > AI-powered platform that discovers, scores, and analyzes real market problems from 17+ global sources — connecting builders with investors. ## What We Do Problem Atlas continuously monitors Reddit, Hacker News, Stack Overflow, GitHub Issues, App Store, Google Play, ProductHunt, G2, Capterra, CFPB Complaints, Upwork, and Indie Hackers to surface validated user pain points. Each problem is scored across 8 dimensions and assigned a structural Leverage Score. High-leverage problems receive deep analysis with root causes, cross-domain patterns, and actionable solution blueprints. ## Problem Scoring Every problem is evaluated on 8 dimensions (each 1-10): - **Frequency**: How often the problem occurs - **Intensity**: How painful the problem is when it occurs - **Market Size**: How many people/businesses are affected - **Feasibility**: How realistic a software solution is - **Urgency**: How time-sensitive the problem is - **Willingness to Pay**: How likely users would pay for a solution - **Competition**: How much opportunity exists (10 = wide open) - **Trend Momentum**: Whether the problem is growing or shrinking A composite **Signal Score** (1-10) measures overall visibility. A separate **Leverage Score** (1-10) evaluates structural depth — problems where a solution would have outsized impact. ## Domains Problems are classified into 8 domains: - Developer Tools - Business Operations - Marketing & Growth - Productivity - Customer Experience - Industry Vertical - Security & Compliance - Data Infrastructure ## For Builders Find validated problems worth solving. Get solution blueprints with recommended tech stacks, MVP scope (4-6 weeks), go-to-market strategy, revenue models, and competitive landscape. Submit your solution and get discovered by investors. ## For Investors Investment Intelligence dashboard surfaces high-leverage opportunities. Ask Atlas — an AI market analyst — provides deep dives on any problem. Get alerts when builders submit solutions to problems you're tracking. Connect directly with teams. ## Plans - **Free** ($0): Unlimited browsing with search and filters, full 8-dimension scoring breakdown, 2 full analyses + blueprints/day - **Builder** ($19/mo): Unlimited views, full 8-dimension breakdown, solution blueprints, bookmarks & collections, MCP server access (10 agent tools) - **Investor** ($49/mo): Everything in Builder + Ask Atlas AI (300 messages/mo), Investment Intelligence dashboard, solution alerts, builder connections ## MCP Integration Problem Atlas offers a Model Context Protocol (MCP) server for Claude Desktop, Cursor, and other MCP clients. 10 tools available: search_problems, get_problem_detail, get_trending, get_domain_stats, deep_dive, list_bookmarks, get_solutions, compare_problems, get_scoring_breakdown, get_recent_activity. ## Key Stats - 2,000+ scored market problems - 17+ data sources monitored continuously - 8 scoring dimensions per problem - 400+ solution blueprints generated ## Links - Homepage: https://problematlas.ai - Explore Problems: https://problematlas.ai/explore - Sign Up: https://problematlas.ai/signup