In the present paper we continue to study $CI$-algebras. At first we introduce the notion of atoms in $CI$-algebras and investigate its elementary properties. Next we introduce the notion of singular $CI$-algebras and give a number of its properties. Especially we discuss relations between singular $CI$-algebras and Abelian groups.