In today's digital streaming era, how we discover music has drastically changed. Algorithms now skillfully curate our playlists, suggesting songs that match our tastes. But this reliance on artificial intelligence (AI) brings forth crucial questions about bias, ethics, and fairness in these systems. As music streaming services aim for equal representation and diverse playlists, it's vital to unpack the implications of AI bias in music. This article explores the intricacies of