metadata

title: RICA - AI Revenue Intelligence Agent
emoji: 🤖
colorFrom: blue
colorTo: purple
sdk: streamlit
sdk_version: 1.28.0
app_file: app.py
pinned: false
license: mit
python_version: '3.10'

🤖 RICA - Revenue Intelligence & Customer Analytics Agent

Advanced AI agent for autonomous business intelligence using SAP data and machine learning.

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

Enter your OpenAI API key in the sidebar
Select analysis type (Comprehensive Review, Churn Analysis, etc.)
Click "Run Analysis" to execute AI-powered insights
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.