AI approaches are rapidly transforming the medical field, offering novel pathways for enhancing clinical decision making. This review delves into the expanding landscape of evidence-based AI in medicine, examining its potential in diagnosing patient data and assisting clinicians in arriving at more accurate and timely judgements. Through a criti