Let \(X\) be a compact complex manifold in Fujiki’s class \(\mathcal {C}\) , i.e., admitting a big \((1,1)\) -class \([\alpha ]\) . Consider \({{\,\textrm{Aut}\,}}(X)\) the group of biholomorphic automorphisms and \({{\,\textrm{Aut}\,}}_{[\alpha ]}(X)\) the subgroup of automorphisms preserving the class \([\alpha ]\) via pullback. We show that \(X\) admits an \({{\,\textrm{Aut}\,}}_{[\alpha ]}(X)\) -equivariant Kähler model: there is a bimeromorphic holomorphic map \(\sigma :{\widetilde{X}}\rightarrow X\) from a Kähler manifold \({\widetilde{X}}\) such that \({{\,\textrm{Aut}\,}}_{[\alpha ]}(X)\) lifts holomorphically via \(\sigma \) . There are several applications. We show that \({{\,\textrm{Aut}\,}}_{[\alpha ]}(X)\) is a Lie group with only finitely many components. This generalizes an early result of Fujiki and Lieberman on the Kähler case. We also show that every torsion subgroup of \({{\,\textrm{Aut}\,}}(X)\) is almost abelian, and \({{\,\textrm{Aut}\,}}(X)\) is finite if it is a torsion group.