🚀 Inceptia AI - Startup India Assistant

Production-quality AI chatbot providing accurate, real-time information about Startup India policies, funding, registration, and benefits.

✨ Features

🎯 Intelligent Query Processing

• RAG Pipeline: Retrieval-Augmented Generation with confidence scoring
• Smart Intent Detection: Automatically categorizes queries (eligibility, funding, registration, etc.)
• Fallback Handling: Graceful handling of off-topic or unclear queries
• Session Management: Tracks conversations and maintains context

🕷️ Advanced Web Scraping

• Dynamic Content: Handles JavaScript-rendered pages with Playwright
• PDF Processing: Extracts text from government documents using PyMuPDF
• Content Cleaning: Removes navigation, footers, and irrelevant content
• Structured Output: Organized by topics, sections, and metadata

🧠 Production-Quality AI

• Vector Search: ChromaDB with sentence-transformers embeddings
• LLM Integration: Groq API with llama3-8b-8192 for fast responses
• Confidence Scoring: Evaluates answer reliability
• Source Attribution: Links responses to original documents

🎨 Beautiful Interface

• Modern UI: Gradient designs, animations, and responsive layout
• Real-time Chat: Live conversation with typing indicators
• Source Cards: Interactive source display with relevance scores
• Quick Topics: Pre-defined questions for common queries
• Admin Panel: System stats, reload functions, and debugging tools

🚀 Quick Start

Prerequisites

# Python 3.11 or lower required
python --version

# Install Playwright browsers
playwright install

1. Clone & Install

git clone <repository-url>
cd startupguru
pip install -r requirements.txt

2. Configure Environment

# Copy the example environment file
cp .env.example .env

# Edit .env and add your actual Groq API key
# Get your API key from: https://console.groq.com/
# Replace 'your_groq_api_key_here' with your actual key

3. Run Complete Pipeline

# Single command to scrape, process, and deploy
python startupguru_main.py pipeline

4. Deploy Application

# Start both backend and frontend
python startupguru_main.py deploy

Access Points:

• 🎨 Frontend: http://localhost:8501
• 🔧 API: http://localhost:8000
• 📚 API Docs: http://localhost:8000/docs

📋 Detailed Setup

Step-by-Step Installation

1. Environment Setup

# Create virtual environment
python -m venv startupguru_env
source startupguru_env/bin/activate  # Linux/Mac
# or
startupguru_env\Scripts\activate     # Windows

# Install dependencies
pip install -r requirements.txt

2. Install Playwright

# Install browser drivers
playwright install chromium

3. Run Individual Components

Scraping Only:

python startupguru_main.py scrape --force

Processing Only:

python startupguru_main.py process --rebuild

API Server Only:

python startupguru_main.py serve --port 8000

Frontend Only:

python startupguru_main.py frontend --port 8501

4. Testing

# Test complete system
python startupguru_main.py test

# View system statistics
python startupguru_main.py stats

🏗️ Architecture

graph TB
    A[User Query] --> B[Streamlit Frontend]
    B --> C[FastAPI Backend]
    C --> D[Query Handler]
    D --> E[Intent Detection]
    D --> F[Vector Search]
    F --> G[ChromaDB]
    D --> H[LLM Processing]
    H --> I[Groq API]
    D --> J[Response Generation]
    J --> B
    
    K[Web Scraper] --> L[Document Processor]
    L --> M[Text Chunking]
    M --> N[Embeddings]
    N --> G

Loading

Core Components

1. Smart Scraper (smart_scraper.py)

   • Playwright-based dynamic content scraping
   • PDF text extraction
   • Content cleaning and structuring

2. Document Processor (document_processor.py)

   • LangChain text splitting
   • Sentence-transformers embeddings
   • ChromaDB vector storage

3. Query Handler (query_handler.py)

   • RAG pipeline implementation
   • Confidence scoring
   • Fallback mechanisms

4. FastAPI Backend (startupguru_api.py)

   • RESTful API endpoints
   • Background task processing
   • Comprehensive error handling

5. Streamlit Frontend (startupguru_app.py)

   • Modern chat interface
   • Real-time system monitoring
   • Interactive source display

📊 Tech Stack

Backend

• Framework: FastAPI 0.104+
• LLM: Groq API (llama3-8b-8192)
• Embeddings: sentence-transformers (all-MiniLM-L6-v2)
• Vector DB: ChromaDB 0.4.18+
• Text Processing: LangChain 0.1+

Scraping

• Browser Automation: Playwright 1.40+
• PDF Processing: PyMuPDF 1.23+
• HTML Parsing: BeautifulSoup4 4.12+

Frontend

• UI Framework: Streamlit 1.28+
• Styling: Custom CSS with gradients and animations
• Charts: Plotly (optional)

Infrastructure

• Logging: Loguru
• CLI: Click
• Environment: python-dotenv

🔧 API Reference

Chat Endpoint

POST /chat
Content-Type: application/json

{
  "message": "What is Startup India?",
  "session_id": "optional_session_id",
  "include_debug": false
}

Response:

{
  "response": "Startup India is a flagship initiative...",
  "confidence": 0.89,
  "sources": [
    {
      "title": "Startup India Initiative",
      "url": "https://www.startupindia.gov.in/...",
      "topic": "general",
      "similarity": 0.92
    }
  ],
  "topic_detected": "startup_definition",
  "processing_time": 1.23,
  "session_id": "session_123"
}

Other Endpoints

• GET /health - System health check
• GET /stats - System statistics
• POST /scrape - Start background scraping
• POST /process - Start document processing
• POST /reload - Full system reload
• GET /search - Direct document search

📈 Performance

Benchmarks

• Response Time: ~1-3 seconds per query
• Throughput: 50+ concurrent requests
• Accuracy: 85%+ confidence on domain queries
• Scraping Speed: ~100 pages in 10 minutes

Optimizations

• ✅ Sentence-transformers for fast embeddings
• ✅ ChromaDB for efficient vector search
• ✅ Groq API for ultra-fast LLM responses
• ✅ Background task processing
• ✅ Caching and session management

🎯 Sample Queries

General Information

• "What is Startup India initiative?"
• "How does Startup India help entrepreneurs?"

Registration & Process

• "How to register a startup in India?"
• "What is DPIIT recognition process?"
• "Steps to get startup certification"

Eligibility & Criteria

• "What are the eligibility criteria for startups?"
• "Who can apply for Startup India benefits?"
• "Age limit for startup recognition"

Funding & Support

• "What funding options are available?"
• "Seed fund scheme details"
• "Government grants for startups"

Tax Benefits

• "Tax exemptions for startups"
• "Income tax benefits under Startup India"
• "Angel tax provisions"

Women Entrepreneurs

• "Support for women entrepreneurs"
• "Women-specific startup schemes"

🔍 Monitoring & Debugging

System Statistics

# View comprehensive stats
python startupguru_main.py stats

Query Logs

All queries are logged to ./logs/query_log.csv with:

• Timestamp
• Query text
• Response
• Confidence score
• Processing time
• Topic detected

Debug Mode

Enable debug information in API calls:

{
  "message": "your query",
  "include_debug": true
}

🚀 Deployment

Local Development

# Development mode with auto-reload
python startupguru_main.py serve --reload
python startupguru_main.py frontend

Production Deployment

Docker (Recommended)

# Coming soon - Dockerfile for containerized deployment

Manual Deployment

# Production server
python startupguru_main.py deploy

Cloud Deployment

• Vercel: Deploy Streamlit frontend
• Railway: Deploy FastAPI backend
• Heroku: Full-stack deployment

🤝 Contributing

Development Setup

# Clone repository
git clone <repo-url>
cd startupguru

# Install development dependencies
pip install -r requirements.txt
pip install black flake8 pytest

# Run tests
python startupguru_main.py test

# Format code
black .

Adding New Features

1. Fork the repository
2. Create feature branch
3. Add tests
4. Submit pull request

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🙏 Acknowledgments

• Startup India: Official government initiative data
• Groq: Fast LLM API infrastructure
• LangChain: Document processing framework
• ChromaDB: Vector database solution
• Streamlit: Beautiful web app framework

📞 Support

• Issues: GitHub Issues
• Documentation: This README + API docs
• Community: [Link to community/discord if available]

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Built with ❤️ for the Startup India ecosystem