  We establish a new scale of $p$-variation estimates for martingale
paraproducts, martingale transforms, and It\^o integrals, of relevance in rough
paths theory, stochastic, and harmonic analysis. As an application, we
introduce rough semimartingales, a common generalization of classical
semimartingales and (controlled) rough paths, and their integration theory.
