Banks's music fuses hip-hop, house, electronic, and pop elements, often characterized by rapid-fire rap delivery and danceable beats. Her breakout single "212" exemplifies this fusion, combining sharp lyricism with a pulsating house rhythm. Influenced by artists like Missy Elliott and Jay-Z, Banks has carved a niche with her distinctive sound.

Born on May 31, 1991, in Harlem, New York City, Banks began releasing music on MySpace in 2008 under the moniker "Miss Bank$." She gained attention with her unique style, leading to record deals with XL Recordings and later Interscope and Polydor Records. After parting ways with these labels, she pursued independent releases, establishing her own label, Chaos & Glory Recordings.