In today's digital landscape, organizations are grappling with vast amounts of data. AI presents a compelling opportunity for leveraging this data. Data discovery, a crucial phase in the data life cycle, plays a pivotal role. It involves identifying and understanding data across various sources and formats, so that organizations can extract valuable insights. By improving data discovery processes, organizations can foster data democratization to drive AI solution implementations that enable transformative business outcomes.