Update README.md

README.md

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-# Insurance Document Analysis API
-
-A FastAPI-based API for analyzing insurance documents using AI.
-
-## Features
-
-- PDF document processing and text extraction
-- AI-powered analysis of insurance documents
-- Vector search for document similarity
-- Real-time analysis status tracking
-- Chat interface for document queries
-
-## API Endpoints
-
-- `GET /health` - Health check
-- `POST /ingest` - Upload and analyze PDF documents
-- `GET /analysis/{document_id}` - Get analysis status
-- `GET /findings/{document_id}` - Get analysis findings
-- `POST /findings/{finding_id}/chat` - Chat about specific findings
-
-## Environment Variables
-
-Required for full functionality:
-- `GROQ_API_KEY` - Groq API key for LLM analysis
-- `PINECONE_API_KEY` - Pinecone API key for vector search
-- `SUPABASE_URL` - Supabase project URL
-- `SUPABASE_KEY` - Supabase API key
-- `HF_API_KEY` - Hugging Face API key (optional)
-
-## Local Development
-
-```bash
-pip install -r requirements.txt
-python app.py
-```
-
-The API will be available at `http://localhost:7860`
-
-## Hugging Face Spaces Deployment
-
-This app is configured for deployment on Hugging Face Spaces:
-
-1. **Create a new Space** on Hugging Face
-2. **Choose "Docker"** as the SDK
-3. **Upload these files** to your Space:
-   - `app.py` - Main FastAPI application
-   - `requirements.txt` - Python dependencies
-   - `README.md` - This file
-
-4. **Set Environment Variables** in your Space settings:
-   - `GROQ_API_KEY`
-   - `PINECONE_API_KEY`
-   - `SUPABASE_URL`
-   - `SUPABASE_KEY`
-   - `HF_API_KEY` (optional)
-
-5. **Deploy** - Hugging Face will automatically build and deploy your API
-
-The API will be available at your Space URL (e.g., `https://your-username-insurance-api.hf.space`)
-
-## Benefits of Hugging Face Spaces
-
-- ✅ **Better Python support** than Vercel
-- ✅ **No file size limits** like Vercel's 4.5MB
-- ✅ **Longer execution times** for AI processing
-- ✅ **Built-in GPU support** if needed
-- ✅ **Free tier available**
-- ✅ **Easy environment variable management** 
+# Insurance Document Analysis API
+
+A FastAPI-based API for analyzing insurance documents using AI.
+
+## Features
+
+- PDF document processing and text extraction
+- AI-powered analysis of insurance documents
+- Vector search for document similarity
+- Real-time analysis status tracking
+- Chat interface for document queries
+
+## API Endpoints
+
+- `GET /health` - Health check
+- `POST /ingest` - Upload and analyze PDF documents
+- `GET /analysis/{document_id}` - Get analysis status
+- `GET /findings/{document_id}` - Get analysis findings
+- `POST /findings/{finding_id}/chat` - Chat about specific findings
+
+## Environment Variables
+
+Required for full functionality:
+- `GROQ_API_KEY` - Groq API key for LLM analysis
+- `PINECONE_API_KEY` - Pinecone API key for vector search
+- `SUPABASE_URL` - Supabase project URL
+- `SUPABASE_KEY` - Supabase API key
+- `HF_API_KEY` - Hugging Face API key (optional)