When do polynomials maintain similarity? Does this result from Cayley–Hamilton theorem?
Similar matrices have the same eigenvalues, but for instance $A$ and $A-\lambda I$ don't have the same eigenvalues. The later has $A$'s eigenvalues shifted by $\lambda$.
I'm missing something here.