Fontjoy simplifies the process of font pairing by utilizing deep learning to generate font combinations. The tool allows users to generate new pairings with a click, lock in preferred fonts, and manually edit selections. The aim is to select fonts that share an overarching theme but contrast pleasingly, a task traditionally guided by intuition but approached here with neural network technology for a more systematic discovery of compatible fonts.