Aakruthi-ai/mandi_price

An AI-powered web application that predicts modal mandi prices for agricultural commodities and helps farmers/traders negotiate better prices using machine learning, multilingual support, and voice input. # 🌾 Mandi Price Prediction & Negotiation App An AI-powered web application that predicts **modal mandi prices** for agricultural commodities and helps farmers/traders **negotiate better prices** using machine learning, multilingual support, and voice input. Built using **Python, Scikit-learn, Gradio**, and deployable on **Hugging Face Spaces**. It includes dropdown menu of options for state, district, market,commodity,variety,grade from which user have to choose and can get its predicted price. It also includes a negotiation voice input for local vendors to know its negotiation price. --- ## 🚀 Features - 📈 **Price Prediction** - Predicts *Modal Price* of commodities using a trained Random Forest model - 🌍 **Multilingual Support** - UI and dropdowns dynamically change based on selected language - Supports English, Hindi and Kannada (extensible) - 🎙️ **Voice-driven Negotiation** - Users can speak their offered price - App evaluates and responds with negotiation advice - 🤝 **Negotiation Assistant** - Compares offered price vs predicted market price - Suggests whether to accept, reject, or negotiate - 📊 **Confidence Score** - Shows how confident the model is about the prediction - 🧠 **Encoder-safe Inputs** - Prevents unseen-category errors during inference - 🌐 **Web App Interface** - Built with Gradio - Ready for Hugging Face deployment ---