We discuss the circumstances that have led to a disjoint advancement of speech synthesis and phonetics in recent dec- ades. The difficulties mainly rest on the pursuit of orthogonal goals by the two fields: realistic vs. controllable synthetic speech. We make a case for realising the promise of speech technologies in areas of speech sciences by developing control of neural speech synthesis and bringing the two areas into dialogue again.