In this paper we prove a partial $C^{1, \alpha}$ regularity result in dimension $N = 2$ for
the optimal $p$-compliance problem, extending for $p \neq 2$ some of the results obtained
by A. Chambolle, J. Lamboley, A. Lemenant, E. Stepanov (2017). Because of the
lack of good monotonicity estimates for the $p$-energy when $p \neq 2$, we employ an
alternative technique based on a compactness argument leading to a $p$-energy decay
at any flat point. We finally obtain that every optimal set has no loop, is Ahlfors
regular, and is $C^{1, \alpha}$ at $\mathcal{H}^{1}$-a.e. point for every $p\in (1, +\infty)$.