Note: A is an element of the ring of n-by-n matrices with complex entries.
I know how to prove that $A$ is nilpotent iff all its eigenvalues are 0, but I'm not sure how to prove that $A$ is unipotent iff all of its eigenvalues are 1. For the right to left direction, I use Cayley Hamilton as I did for the right to left direction for the nilpotent statement, but I don't think my strategy for the left to right direction for the nilpotent statement works for the unipotent statement. For the nilpotent statement, I proved the contrapositive and assumed we nonzero eigenvalues. Then, I showed that we have $A^kx = \lambda^kx \neq 0$, so $A^k \neq 0$. But I don't think I can do something similar for unipotent.