A tonneau cover system for a pickup truck bed includes an adjustable corner bracket assembly. The corner bracket assembly includes a pivotally connected lower bracket member, upper bracket member, and cap member. The upper and lower bracket members are movable between an acute rail configuration and an obtuse rail configuration.