We explore properties of Cauchy-Stieltjes families that have no counterpart
in exponential families. We relate the variance function of the iterated
Cauchy-Stieltjes family to the pseudo-variance function of the initial
Cauchy-Stieltjes family. We also investigate when the domain of means can be
extended beyond the "natural domain"