Only: $A$ and $B$ have the same eigenvalues

Only: $A$ and $B$ have the same trace and determinant

$A$ and $B$ have the same eigenvalues, characteristic polynomial, trace, determinant, and minimal polynomial

$A$ and $B$ must have the same eigenvectors