This project examines the performance of visual assets across Pinterest and YouTube music playlists to better understand audience preferences and engagement. Graphics were tested across platforms, with attention given to imagery, composition, and format at different scales. Performance data and audience metrics informed iterative design decisions, allowing visual direction to respond to what viewers are drawn to and how content circulates within platform-specific contexts.