AI-Powered Farm Management and Predictive Crop Analytics Platform

Abstract

Agriculture is a vital part of every economy, and it is steadily transforming with the use of digital tools and smarter decisionmaking systems. In many regions, farming still depends largely on experience, intuition, and unpredictable environmental conditions, which can lead to poor crop choices, lower yields, and inefficient use of resources. To address these challenges, Agri Genius is designed as a practical and intelligent solution that helps farmers make informed decisions using data. The platform uses advanced techniques like LSTM and Random Forest to analyse key factors such as soil nutrients temperature, humidity, soil type, and seasonal conditions. Based on this information, it suggests the most suitable crops, estimates expected yield, and even predicts future market prices. The system is simple to use, allowing farmers to register, explore datasets, train models, and receive crop recommendations without needing technical expertise. It also offers helpful defaults for users unfamiliar with soil data. AgriGenius provides guidance on where to purchase quality seeds through integrated location based suggestions. Built with a web based interface using Python and MySQL, the platform ensures accessibility and reliability. Overall, it connects modern technology with real farming needs, helping improve productivity, reduce risks.