We examine a semi-linear variant of the bi-Laplacian equation in the superlinear, subquadratic setting and obtain \( C^{2,\sigma} \)-regularity estimates, depending on the growth regime of the nonlinearity. Our strategy is to render this fourth-order problem as a system of two Poisson equations and explore the interplay between the integrability and smoothness available for each equation taken isolated.