A power saving for square-difference-free sets

We prove that there are absolute constants $c>0$ and $C\lt \infty$ such that every set $A\subseteq\{1,\ldots,N\}$ with no nonzero square difference satisfies $|A|\le C N^{1-c}$. This answers the fixed-power question posed by Green and Sawhney.