Mammalian cell line development is critical to bioproduct manufacturing. Success requires selecting a line with desirable performance characteristics, including consistent expression throughout the proposed manufacturing window. Given the genetic and phenotypic flux inherent to immortalized lines such as Chinese hamster ovary cells, clonally-derived cell line characterization is vital. We describe here the development and implementation of a novel addition to our characterization approach to ensure production cell line suitability: automated intracellular staining with statistical modeling. Case studies are presented which highlight this method's sensitivity to epigenetic expression effects, closing a gap left by our historically-leveraged genetic suitability characterization. Additionally, we demonstrate how an orthogonal, complimentary assay can help identify opportunities for improvement in even a well-established methodology such as our genetic suitability assessment. (c) 2018 American Institute of Chemical Engineers Biotechnol. Prog., 34:570-583, 2018