Managerial practices shaping the transformation towards artificial intelligence-enabled product–service systems

This study explores the management of the emergence of artificial intelligence (AI)-enabled product–service systems (PSS) that facilitate a manufacturer's transition toward autonomous solutions. We use a case study involving a leading manufacturer actively developing autonomous and integrated solutions while incorporating AI into product–service systems (PSS) from 2015 to 2022. The study contributes to the digital servitization literature in two ways. First, the study merges AI into product–service systems through a multi-layered path model, which includes layers such as AI-enabled PSS, AI-related PSS technologies, and AI-related PSS ecosystem partnerships. Second, the study identifies managerial practices of strategizing, evangelizing, and routinizing to create AI-enabled PSS, providing guidance for managers planning to merge AI into their product–service systems. The study outlines a research agenda for future AI-enabled PSS. Additionally, it gives managers a framework to understand how to pursue the transition journey. • This study explores the management of the emergence of artificial intelligence (AI)-enabled product–service systems (PSS). • Moreover, we study the managerial practices that facilitate a manufacturer's transition toward autonomous solutions. • The study is longitudinal and provides a timeline about the evolution of AI in the case company. • We identify managerial practices for strategizing, evangelizing, and routinizing to create AI-enabled PSS. • The study provides guidance for managers a framework to understand how to pursue the transition journey.

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Institutions

Publication Details

Journal
International Journal of Production Economics
Published
2025-05-01
DOI
https://doi.org/10.1016/j.ijpe.2025.109658
Citations
11
Primary Topic
Service and Product Innovation
Type
article
Field-Weighted Citation Impact
22.80

Funders

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article

Managerial practices shaping the transformation towards artificial intelligence-enabled product–service systems

Thomas Brekke, Marko Kohtamäki, David Sjödin, Vinit Parida et al.
11 citations
International Journal of Production Economics
Service and Product Innovation
22.80
article

Managerial practices shaping the transformation towards artificial intelligence-enabled product–service systems

Thomas Brekke, Marko Kohtamäki, David Sjödin, Vinit Parida, Rimsha Naeem
article en
11 citations

Abstract

This study explores the management of the emergence of artificial intelligence (AI)-enabled product–service systems (PSS) that facilitate a manufacturer's transition toward autonomous solutions. We use a case study involving a leading manufacturer actively developing autonomous and integrated solutions while incorporating AI into product–service systems (PSS) from 2015 to 2022. The study contributes to the digital servitization literature in two ways. First, the study merges AI into product–service systems through a multi-layered path model, which includes layers such as AI-enabled PSS, AI-related PSS technologies, and AI-related PSS ecosystem partnerships. Second, the study identifies managerial practices of strategizing, evangelizing, and routinizing to create AI-enabled PSS, providing guidance for managers planning to merge AI into their product–service systems. The study outlines a research agenda for future AI-enabled PSS. Additionally, it gives managers a framework to understand how to pursue the transition journey. • This study explores the management of the emergence of artificial intelligence (AI)-enabled product–service systems (PSS). • Moreover, we study the managerial practices that facilitate a manufacturer's transition toward autonomous solutions. • The study is longitudinal and provides a timeline about the evolution of AI in the case company. • We identify managerial practices for strategizing, evangelizing, and routinizing to create AI-enabled PSS. • The study provides guidance for managers a framework to understand how to pursue the transition journey.

International Journal of Production EconomicsVol. 286
University of South-Eastern Norway (NO), University of Vaasa (FI)
Academy of Finland, Kulttuurin ja Yhteiskunnan Tutkimuksen Toimikunta
Openalex Percentile: Top 1%
Service and Product Innovation
22.80
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