Answer
$a^{3}$
Work Step by Step
$a^{8}=(a\times a \times a) \times a \times a \times a \times a \times a $
$a^{5}=(a\times a \times a) \times a \times a$
$a^{3}=(a\times a \times a)$
When all monomials are in terms of $a$ and there are no other variables involved, the GCF is the monomial with the lowest exponent because the other monomials can be divided by it.