In this paper, we introduce a notion of pseudo-multidegree function on non-commutative rings having Poincaré–Birkhoff–Witt (PBW) bases with the aim of establishing a criterion to determine whether the centralizer of an element has finite dimension over the non-commutative ring. We illustrate our results with remarkable families of algebras studied in the literature.