Guessing is what we do when logic and information don't provide sufficient insight to answer a question completely. Current theories and research on intelligent guessing—that is, guessing that's tied to a rational process—are limited and disjoint. An integrated theory of intelligent guessing could provide an organizing theme for research currently performed under multiple AI subdisciplines.This article is part of a special issue on the Future of AI.