I suppose you could say that the relationship between the eigenvectors is that they share the same eigenvalue. If you're looking for how to prove that the eigenvalues are the same, I have written a short proof here:
Thus, as the characteristic polynomials are the same, the eigenvalues are the same.
I've put a formatted version up: Maths homework help
If A and B are similar matrices, then there exist an invertible matrix P such that .
Let v be an eigenvector of A corresponding to eigenvalue . Then . Multiplying on both sides by P, so .
That is, if v is an eigenvalue of A corresponding to eigenvalue then Pv is an eigenvalue of B also corresponding to eigenvalue .
Of course, we can think of P as a "change of basis" matrix. That is, A and B represent the same linear transformation, written in different bases. The eigenvectors of A and B are representations of the same vector, written in different bases.