AI In Metadata Management: Trends, Tools, and Transformation

As data volumes grow exponentially, metadata has become essential for data organization, retrieval, and governance. Artificial Intelligence (AI) is revolutionizing metadata management by automating processes, enhancing data quality, and enabling real-time updates. This paper explores the evolution of metadata practices through AI, highlighting key trends, tools, and transformative impacts. We discuss popular AI models, assess their implementation in metadata generation, and analyze the benefits and challenges of AI integration. Our study concludes that AI-powered metadata systems are more scalable, accurate, and adaptive, making them crucial in modern data ecosystems.