Within the reweighting approach, one has the freedom to choose the Monte Carlo action so that it provides a good overlap with the finite-mu measure but remains simple to simulate. We explore several choices of action in the regime of small mu. Simulating with a finite isospin chemical potential mu_I=mu gives a better overlap than the standard choice mu=0, with no computational overhead.