On a Riemannian manifold there are a good number of orthogonal invariants that one may use to investigate its homogeniety. These are known as Weyl Invariants, and it has been shown by Prufer, Tricerri and Vanhecke in 1996 that if enough of these Weyl Invariants are constant (depending on the dimension of the manifold) then the manifold in question is homogeneous and classified up to isometry by these constants. In the higher signature setting this theorem is false, demonstrating a need for more invariants in this case. I will present several counterexamples and derive alternative invariants of the underlying algebraic structures of these manifolds.