Materials design–where the material constituents and synthesis method are determined based on the desired functionality of the final product–remains one of the Holy Grails of material science. A new software tool developed primarily at Oak Ridge National Laboratory aims to tackle the problem through a combination of data mining, crowd sourcing, and machine learning.