We introduce and systematically analyze the class of convoluted $C$-groups unifying the well known classes of fractionally integrated groups and $C$-regularized groups. We relate convoluted $C$-groups to analytic convoluted $C$-semigroups and present illustrative examples of differential operators which generate exponentially bounded convoluted groups.