Answer
False
Work Step by Step
By Theorem 2.8.1, item b) we see the equation $Ax = b$ has a unique solution for every $b$ in $R^n$.
While $Ax=b$ does not have a single solution, it is not necessary for the equation to have an infinite number of solutions because it may have none.
Hence, the statement is false.