What did songs sound like, lyrically, on Billboard’s charts in 2023? AI-powered hit song analytics platform ChartCipher has released its latest report, encompassing the Billboard Hot 100’s three weekly component charts – Streaming Songs, Radio Songs and Digital Song Sales – and spotlighting key findings about songs’ lyrical themes and moods on surveys dated Jan. 7 through Dec. 30, 2023.

