Let $A$ be a $3\times 3$ complex matrix. Let $C(A)$ be the vector space of complex matrices that commute with $A$. Show that the complex dimension of $C(A)$ is at least $3$.
I know that this kind of questions has been asked many times on this site. And there is an explicit formula for the dimension of $C(A)$ given by Frobenius viewing the matrices $B$ that commute with $A$ as endomorphisms of $\mathbb C[\lambda]$-module.
But I am looking for a more elementary way to show the lower bound of the dimension of $C(A)$ is $3$.
For example, I have already found that $\operatorname{Span}\{ I, A \}$ is a two-dimensional subspace of $C(A)$ for $A\notin\operatorname{Span}\{I\}$, where $I$ is the identity matrix. But how to find another matrix that is linearly independent of $\operatorname{Span}\{I, A\}$? Thanks.