Lumio - Business Opportunity Discovery

Discover real business opportunities by analyzing Reddit discussions and simulating market feedback.

Getting Started

1. Install dependencies:

npm install
pip install -r requirements.txt

2. Start the server:

node src/server.js

3. Open http://localhost:3000 in your browser

Technical Features

• Chrome Built-in AI - No API costs, unlimited usage
• Hybrid Architecture - Combines client-side and server-side processing
• Smart Caching - Efficient data storage and retrieval
• Error Handling - Robust fallback mechanisms for AI failures
• Performance Optimized - Fast loading and smooth interactions

---

All Features

Pain Point Discovery

• Reddit Analysis - Scrapes thousands of posts from any subreddit
• Smart Filtering - Automatically filters out spam and low-quality content
• AI Categorization - Uses Chrome Built-in AI to categorize pain points
• Engagement Scoring - Ranks pain points by user engagement and discussion quality
• Cluster Detection - Groups similar pain points using TF-IDF and DBSCAN algorithms

Market Mirror Simulation

• 1000 Diverse Personas - Simulates realistic user reactions from various backgrounds
• Real-time Feedback - Generates authentic market responses to your product ideas
• Sentiment Analysis - Analyzes positive, negative, and neutral reactions
• Visual Feedback - Color-coded message bubbles (green=positive, red=negative)
• Comprehensive Reports - AI-generated market validation summaries

AI Business Advisor

• Context-Aware Chat - AI understands your current analysis and provides relevant advice
• Product Validation - Get expert feedback on your business ideas
• Market Insights - Discover opportunities and potential challenges
• Strategic Planning - Receive actionable next steps for your venture

Data Visualization

• Category Browser - Explore pain points organized by topic
• Engagement Metrics - View discussion statistics and user interest levels
• Progress Tracking - Monitor your analysis progress in real-time
• Interactive Charts - Visual representation of market data

Use Cases

• Startup Ideas - Validate business concepts before building
• E-commerce Research - Find trending products and market gaps
• Product Development - Understand user needs and pain points
• Market Research - Analyze community discussions for insights

How to Use

1. Browse Categories - Explore pain points from different communities
2. Market Mirror - Enter your product idea and simulate 1000 diverse personas discussing it
3. AI Advisor - Chat with AI to get business insights and recommendations

Built With

• Frontend: JavaScript, HTML5, CSS3
• Backend: Node.js, Python
• AI: Chrome Built-in AI, Prompt API, summerizer API
• Data: Reddit API
• ML: TF-IDF clustering, DBSCAN clustering

Real Pain, Real Data, Real Opportunities