AI systems are rapidly transforming the medical field, offering novel pathways for enhancing clinical decision making. This review delves into the burgeoning landscape of evidence-based AI in medicine, examining its efficacy in diagnosing patient data and assisting clinicians in rendering more accurate and timely conclusions. Through a critical