🌾 AgriSense – AI-Powered Crop Yield Prediction & Smart Farming Assistant
AgriSense is an AI-driven platform designed to help farmers in Odisha optimize their crop production using data-driven insights. It integrates crop yield prediction, weather forecasting, money management, irrigation and fertilization recommendations, and a regional-language AI chatbot – all in one platform.
🚀 Features
🤖 AI Chatbot (Regional Language Support – Odia + English) Provides instant answers and farming guidance in simple conversational form.
📊 Crop Yield Prediction Uses historical data, soil metrics, and weather patterns to predict crop yields with high accuracy.
☁️ Weather Forecast & Alerts 7–10 day local forecasts + real-time alerts (rain, drought, storms) to reduce crop loss by up to 20–25%.
💰 Money Management Tools Track income, expenses, and profit margins. Smart insights to avoid debt and plan farm investments.
💧 Irrigation Recommendations AI-based scheduling that reduces water usage by up to 30%.
🌱 Fertilization & Pest Guidance Soil-health-based fertilizer advice + eco-friendly pest management suggestions.
🖥️ Pages / Modules
Home Page – Overview of AgriSense, CTA for farmers
Features Page – Grid-based view of all functionalities
AI Chatbot Page – Conversational help (Odia + English)
Weather Page – Forecast + weather alerts
Money Management Page – Expense/income tracking + profit calculator
Recommendations Page – Smart irrigation & fertilization advice
Dashboard – Quick farmer insights & yield prediction summary
Contact Us Page – Feedback & support form
🏗️ Tech Stack
Frontend: HTML, CSS (Tailwind/Bootstrap), JavaScript
Backend: Flask / Django (API-ready for ML integration)
Database: PostgreSQL / Firebase (for farmer data)
APIs: OpenWeather, Soil Health datasets, Supabase for data access
AI/ML: Regression models, Neural Networks (for yield prediction)
📈 Impact & Benefits
📉 Reduce crop loss by 20–25% through early weather alerts.
💹 Boost farmer productivity by 10–15% using optimized AI recommendations.
🌍 Support sustainable agriculture with eco-friendly fertilizer & irrigation practices.
📱 Empower small-scale farmers in Odisha with regional language support.
🔮 Future Features
Drone & satellite-based soil analysis
Voice assistant for low-literacy farmers
Market price forecasting for better crop sales
Community forum for farmer-to-farmer knowledge sharing