metadata

title: AI Procurement Agent Demo
emoji: 🤖
colorFrom: blue
colorTo: purple
sdk: streamlit
sdk_version: 1.29.0
app_file: app.py
pinned: false
license: mit

🤖 AI Procurement Agent Demo

An intelligent procurement agent that leverages reinforcement learning (PPO) for optimal supplier selection and allocation decisions.

Features

🎯 Smart Supplier Selection: Uses PPO (Proximal Policy Optimization) to make optimal allocation decisions

📊 Real-time Market Analysis: Considers volatility, demand changes, and price fluctuations

🔍 Multi-criteria Optimization: Balances cost, quality, delivery performance, financial risk, and ESG factors

🤖 Autonomous Decision Making: End-to-end procurement process automation

📈 Interactive Visualization: Real-time dashboards and performance metrics

How It Works

Market Analysis: Analyzes current market conditions and volatility
Supplier Evaluation: Assesses suppliers across multiple dimensions
AI Recommendation: Uses trained PPO model for optimal allocation
PO Generation: Automatically creates purchase orders
SAP Integration: (Mocked) Integration with enterprise systems

Technology Stack

Reinforcement Learning: Stable-Baselines3 PPO
Agent Framework: SmolagentS for tool orchestration
Visualization: Plotly for interactive charts
Backend: Python with NumPy/Pandas
Frontend: Streamlit for web interface

Usage

Adjust market parameters (volatility, demand, pricing)
Configure supplier settings
Click "Run Procurement Agent"
View AI recommendations and generated purchase orders

Perfect for demonstrating AI-driven procurement automation and intelligent supply chain management!