Barring some relevant partial results, all the noncommutative geometry structure is a generalization of Riemannian geometry, that is a geometry where the metric tensor is positively defined.
Physics deals with the geometric structure known as pseudo-Riemannian manifold that allows one to give a mathematically rigorous description of causality (physics).