Chemoinformatics has been broadly used in drug discovery. Still, it has many more applications in chemistry, with increasing applications in food chemistry, as evidenced by the emergence of the research areas of food chemical informatics or food informatics . There are others, such as natural products , polymers, and materials, to name a few . Herein, we propose expanding the realm of chemoinformatics´ applications through the visual representation of the chemical space of compound data sets -herein illustrated with food chemicals to yield exemplary "art pieces." The connection or synergy between chemoinformatics and art has a strong potential to bring together at least two sectors of the population that might be otherwise disconnected. From an educational point of view, which is a central need in chemoinformatics -the synergy might attract young students and kids to chemistry through art.