\begin{abstract} We present a concurrent separation logic with support for probabilistic reasoning. As part of our logic, we extend the idea of \emph{coupling}, which underlies recent work on probabilistic relational logics, to the setting of programs with both probabilistic and non-deterministic choice. To demonstrate our logic, we verify a variant of a randomized concurrent counter algorithm and a two-level concurrent skip list. All of our results have been mechanized in Coq. \end{abstract}