Exponential integrators have enjoyed a resurgence of interest in recent years, but there is still limited understanding of how their performance compares with state-of-art integrators most notably the commonly used Newton-Krylov implicit methods. In this paper we present comparative performance analysis of Krylov-based exponential, implicit and explicit integrators on a suite of stiff test prob...