Update README.md

README.md

@@ -1,19 +1,51 @@
 ---
-title: RICA AIRevenueIntelligenceAgent
-emoji: 🚀
-colorFrom: red
-colorTo: red
-sdk: docker
-app_port: 8501
-tags:
-- streamlit
+title: RICA - AI Revenue Intelligence Agent
+emoji: 🤖
+colorFrom: blue
+colorTo: purple
+sdk: streamlit
+sdk_version: 1.28.0
+app_file: app.py
 pinned: false
-short_description: Streamlit template space
+license: mit
+python_version: 3.9
 ---
 
-# Welcome to Streamlit!
+# 🤖 RICA - Revenue Intelligence & Customer Analytics Agent
 
-Edit `/src/streamlit_app.py` to customize this app to your heart's desire. :heart:
+Advanced AI agent for autonomous business intelligence using SAP data and machine learning.
 
-If you have any questions, checkout our [documentation](https://docs.streamlit.io) and [community
-forums](https://discuss.streamlit.io).
+## Features
+
+- 🧠 **AI-Powered Churn Prediction**: Machine learning models predict customer churn risk
+- 📊 **Real-time Data Analysis**: Direct analysis of SAP data structures
+- 🌐 **Market Intelligence**: External data integration and competitive insights
+- 🤖 **Autonomous Agent**: LLM-powered decision making and recommendations
+- 📈 **Business Impact**: Actionable insights for revenue optimization
+
+## Technology Stack
+
+- **Agent Framework**: smolagents with OpenAI GPT
+- **ML Models**: Scikit-learn with automated training
+- **Data Processing**: DuckDB for high-performance analytics
+- **Real SAP Data**: SAP/SALT dataset from Hugging Face Hub
+- **UI**: Streamlit for interactive experience
+
+## Usage
+
+1. Enter your OpenAI API key in the sidebar
+2. Select analysis type (Comprehensive Review, Churn Analysis, etc.)
+3. Click "Run Analysis" to execute AI-powered insights
+4. Review recommendations and take action
+
+## Model Training
+
+The churn prediction model is automatically trained on first use using real SAP customer and sales data. Training typically takes 1-2 minutes and creates a persistent model for future predictions.
+
+## Data Sources
+
+- **Customer Data**: I_Customer from SAP/SALT dataset
+- **Sales Data**: I_SalesDocument and I_SalesDocumentItem
+- **External Data**: Industry news and competitive intelligence
+
+Built with ❤️ for enterprise AI and business intelligence.