DOI: 10.1017/pds.2026.10592 ISSN: 2732-527X

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

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

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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