First, $A$ and $B$ are square matrices
So to prove if $AB$ is invertible, then $A$ is invertible:
I let $C=(AB^{-1})B$
Then $CA=(AB^{-1})AB=I$
And $C=A^{-1}$ , so A is invertible.
But how do I prove it the other way around?
I'm pretty sure this would require that $B$ also be invertible for it to be true.
Is there a quick way to disprove that if $A$ is invertible then $AB$ is invertible?
The proof that if $A$ and $B$ are invertible, then $AB$ is invertible can be done more elegantly if you know these two results:
$(1)$. $\det{AB} = (\det (A))*(\det(B)).$
$(2)$. A matrix $B$ is invertible if and only if $\det(B) \neq 0$.
Proof: Suppose that both $A$ and $B$ are invertible. Then $\det(A) \neq 0$ and $\det(B) \neq 0$. Now by $(1)$, $\det(AB) \neq 0$, so by $(2)$, $AB$ is invertible.