In this paper we address the problem of estimating functional integrals of conditional moments of the form $\E(\psi(\E(\varphi(Y)|X)))$ where $(X,Y)$ is a random vector with joint density $f$ and $\psi$ and $\varphi$ are functions that are differentiable enough. This problem is motivated by the asymptotically efficient estimation of Sobol sensitivity indices.