Exploring Productivity Gains from GenAI-Enabled Virtual Assistants: A Configurational Study of a Multifaceted Phenomenon

Authors

Niklas Rieger
Sheffield Hallam University image/svg+xml

Synopsis

Enterprises increasingly embed generative AI–enabled virtual assistants (VA) into enterprise productivity software to improve digital work and performance. Evidence indicates that productivity gains (PG) are a multifaceted phenomenon of organized complexity shaped by interdependent organizational, technological, and human factors. Drawing on established IS lenses, this paper develops a theory-driven model of when and how VA-enabled enterprise productivity software yields PG. This paper deductively derives a research model specifying four IS theory-based conjunctural factors, and articulates equifinal pathways that enable or inhibit PG. To evaluate necessity and sufficiency, the paper outlines an expert interview-based fuzzy-set Qualitative Comparative Analysis research design. The contributions are threefold: (i) defining VA-enabled PG within enterprise productivity software as a multifaceted phenomenon; (ii) introducing a configurational research model; and (iii) extending IS business-value theorizing to AI-augmented digital work through set-theoretic reasoning and theory-driven propositions for empirical validation. The model clarifies when VA enhance enterprise performance and offers a testable roadmap for research on human–AI collaboration.

Author Biography

Niklas Rieger, Sheffield Hallam University

Sheffield, United Kingdom. E-mail: niklas.j.preiss@student.shu.ac.uk

Published

June 5, 2026

License

Creative Commons License

This work is licensed under a Creative Commons Attribution 4.0 International License.

How to Cite

Rieger, N. (2026). Exploring Productivity Gains from GenAI-Enabled Virtual Assistants: A Configurational Study of a Multifaceted Phenomenon. In D. Vidmar, A. Pucihar, M. Kljajić Borštnar, R. W. H. Bons, M. Glowatz, & H.-D. Zimmermann (Eds.), & (Ed.), 39th Bled eConference: Co-Creating Human-Centred and Responsible Digital Futures; Conference Proceedings (Vols. 39., pp. 1-18). University of Maribor Press. https://doi.org/10.18690/um.fov.4.2026.1