The community of material scientists has long been interested in the hunt for novel crystal structures with promising properties. Indeed, solutions to today's grand challenges hinge on innovations in materials: photovoltaics, catalysis, drug delivery, energy storage and more. However, the need for new materials exceeds the conventional materials discovery process's ability to produce them. When discovering novel materials with remarkable properties, we rely heavily on serendipity.