Fake News Detection

Abstract— In the contemporary digital era, misinformation poses a significant threat to informed public discourse and democratic processes. This research presents Truth Guardian, an AI-powered web application designed to analyze, verify, and categorize news content in real time. The system integrates sentiment analysis, source credibility verification, and trend monitoring using advanced natural language processing (NLP) and machine learning techniques. By offering features like trend analytics, news dashboards, and source validation, Truth Guardian empowers users to critically evaluate the reliability of news content. The model performance metrics, accuracy tracking, and real-time insights demonstrate the system’s effectiveness in addressing news-related misinformation. This study highlights the potential of AI in ensuring media transparency and promoting responsible information consumption. Keywords— Misinformation Detection, Ai in Journalism, Source Credibility, Real Time News Trends