This manuscript aims to propose the general notion of generating visual representations of chemical space and chemical multiverses as a means of chemical communication that produce new experiences and, in parallel, artistic expressions. To illustrate the proposal, we generated chemical space visualizations of four flavor categories from a large public database of food chemicals, FooDB 25 , using different descriptors and molecular fingerprints. For the examples, we considered four flavor categories, as detailed in the Methods section. The concept would further promote art driven by chemoinformatics and can be expanded to other information-related disciplines, such as bioinformatics. Using different descriptors and visualization methods, we show examples of chemical multiverse visualizations of four flavor categories from FooDB and other chemical compounds.