The field of artificial intelligence (AI) is AI tools for emotion recognition rapidly evolving, with new software solutions emerging constantly. Selecting the right AI software can be a complex task. This review aims to shed light on the leading AI software available, providing a thorough analysis of their features. From deep learning, we'll delv