Given points A and B on a Riemannian manifold, I would like a (quasi)metric that corresponds to the average commute time from A to B under Brownian Motion (or rather, to an $\epsilon$-ball around B).

After appropriate normalization, do we have a metric? Would this be very different from geodesic distance?