Still no smart service? A review of technical barriers to smart service adoption in the GenAI era

ABSTRACT: OEMs are shifting from product-centric offerings toward smart services, but adoption is still hindered by technical development barriers. We conduct a systematic literature review of peer-reviewed studies with original industrial evidence and identify eight barrier categories across data, semantics, integration, governance and modularity. We map them onto a smart-service architecture and key analytics roles, and relate them to GenAI building blocks such as LLMs and knowledge graphs, outlining a research agenda for overcoming technical barriers towards scalable OEM smart service development.

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Publication Details

Journal
Proceedings of the Design Society
Published
2026-07-02
DOI
https://doi.org/10.1017/pds.2026.10592
Primary Topic
Service and Product Innovation
Type
article
Field-Weighted Citation Impact
0.00
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article

Still no smart service? A review of technical barriers to smart service adoption in the GenAI era

Roman Dumitrescu, Stefan Gabriel, Christian Kürpick, Tim Heuwinkel et al.
Proceedings of the Design Society
Service and Product Innovation
article

Still no smart service? A review of technical barriers to smart service adoption in the GenAI era

Roman Dumitrescu, Stefan Gabriel, Christian Kürpick, Tim Heuwinkel, Julian Weller
article en

Abstract

ABSTRACT: OEMs are shifting from product-centric offerings toward smart services, but adoption is still hindered by technical development barriers. We conduct a systematic literature review of peer-reviewed studies with original industrial evidence and identify eight barrier categories across data, semantics, integration, governance and modularity. We map them onto a smart-service architecture and key analytics roles, and relate them to GenAI building blocks such as LLMs and knowledge graphs, outlining a research agenda for overcoming technical barriers towards scalable OEM smart service development.

Proceedings of the Design SocietyVol. 6
Paderborn University (DE), Fraunhofer Institute for Mechatronic Systems Design (DE)
Industry, innovation and infrastructure
Openalex Percentile: Top 5%
Service and Product Innovation
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