We provide an abstract characterization for the Cuntz semigroup of unital commutative AI-algebras, as well as a characterization for abstract Cuntz semigroups of the form Lsc(X, N) for some T1-space X. In our investigations, we also uncover new properties that the Cuntz semigroup of all AI-algebras satisfies.