We introduce a new class of integrators for stiff ODEs as well as SDEs. Examples of subclasses of systems that we treat are ODEs and SDEs that are sums of two terms, one of which has large coefficients. These integrators are as follows: (i) Multiscale: They are based on flow averaging and thus do not fully resolve the fast variables and have a computational cost determined by slow variables. (ii) Versatile: The method is based on averaging the flows of the given dynamical system (which may have hidden slow and fast processes) instead of averaging the instantaneous drift of assumed separated slow and fast processes. This bypasses the need for identifying explicitly (or numerically) the slow or fast variables. (iii) Nonintrusive: A pre-exi...