In this short note we study a counterpart to the quasilinear generalized parabolic Anderson model (gPAM) on the $2$-dimensional torus, where the coefficients are nonlocal functionals of the solution. Under a positivity assumption on the diffusion coefficient, we develop a local-in-time solution theory within the framework of paracontrolled calculus.