In today's data-driven landscape, artificial intelligence systems are increasingly deployed in critical decision-making processes. However, the black box nature of these algorithms often leaves stakeholders uncertain about the reasoning behind AI-generated outcomes. This lack of transparency can hinder trust and utilization of AI technologies. To a