AI technologies 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 guiding clinicians in making more accurate and timely conclusions. Through a critical