Artificial intelligence has a role in assisting the food scientist of tomorrow. Taste prediction tools offer great utility for the discovery, development as well as analysis of small molecule tastants even if this does not obviate the need for thorough experimental validation. Machine learning tools like FART could open up new and exciting chemical spaces for food scientists going forward and would unquestionably bring molecular food science into the age of big data and deep learning.