We study structural stability of smoothness of the maximal solution to the geometric eikonal equation on $(\mathbb{R}^d,G)$, $d\geq 2$. This is within the framework of order zero metrics $G$. For a subclass we show existence, stability as well as precise asymptotics for derivatives of the solution. These results are applicable for examples from Schrödinger operator theory.