Machine learning (ML) is revolutionizing various sectors, including law enforcement, by improving the efficiency and effectiveness of Evidence Management Systems (EMS). One of the most impactful applications of ML within EMS platforms is the enhancement of search capabilities. This article delves into the role of machine learning in improving search functionalities, thereby facilitating quicker and more accurate access to evidence.