This should be rather easy. The notation, however, depends on whether you write vectors in rows or in columns.

If I use row vectors, then v being eigenvector means

.

What do you get if you multiply this equality by from the right?

(Obviously, you assume that A is invertible, even if you did not write this assumption explicitly.)