In complex, open quantum systems, with many degrees of freedom, it is difficult to start a Markovian dynamics, let alone prepare a factorized system-environment state. Rather, the Markovian dynamics is an intertwining map of a completely positive (CP) non-Markovian dynamics. The Markovian master equation is usually not CP as such, and should be left alone if it works adequately well. Here we study how the intertwining Markovian dynamics can still be well approximated by a CP map. A coherent quantum dynamics can be systematically approximated by the CP, Geometric Arithmetic Master Equation (GAME), but this is not the case for an incoherent dynamics. This dichotomy is responsible for disagreeing claims if a CP Markovian master equation cannot have systematic accuracy. As an example, we show how the dynamical decoupling of a qubit breaks the perturbative, intertwining map, while fixing the accuracy of the GAME to near-exactness.