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Artificial intelligence enabling circular business model innovation in digital servitization: Conceptualizing dynamic capabilities, AI capacities, business models and effects

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  • Sjödin, David
  • Parida, Vinit
  • Kohtamäki, Marko

Abstract

This study explores the potential of AI to enable circular business model innovation (CBMI) for industrial manufacturers and the corresponding AI capacities and dynamic capabilities required for their commercialization. Employing an analysis of six leading B2B firms engaged in digital servitization, we conceptualize the perceptive, predictive, and prescriptive capacities of AI, which enhance resource efficiency by automating and augmenting data-driven analysis and decision making. We further identify two innovative classes of AI-enabled CBMs – augmentation (e.g., optimization solutions) and automation (e.g., autonomous solutions) business models – and their main circular value drivers. Finally, our research reveals novel dynamic capabilities underpinning the innovation of AI-enabled business models – value discovery, value realization, and value optimization capabilities – which enable manufacturers to make economic and sustainable values come to life in collaborating with customers and ecosystem partners. This study represents an important step in our understanding of how AI can drive circularity and sustainable innovation in industrial digital servitization. Overall, our study contributes to practice and the academic literature on AI, circular business models, and digital servitization by highlighting the potential of AI to empower CBMs for industrial manufacturers and the underlying processes of this digital transformation.

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  • Sjödin, David & Parida, Vinit & Kohtamäki, Marko, 2023. "Artificial intelligence enabling circular business model innovation in digital servitization: Conceptualizing dynamic capabilities, AI capacities, business models and effects," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    • Handle: RePEc:eee:tefoso:v:197:y:2023:i:c:s0040162523005887
    DOI: 10.1016/j.techfore.2023.122903
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    References listed on IDEAS

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    1. Nishant, Rohit & Kennedy, Mike & Corbett, Jacqueline, 2020. "Artificial intelligence for sustainability: Challenges, opportunities, and a research agenda," International Journal of Information Management, Elsevier, vol. 53(C).
    2. Shen, Lei & Sun, Wanqin & Parida, Vinit, 2023. "Consolidating digital servitization research: A systematic review, integrative framework, and future research directions," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    3. Liu, Jun & Chang, Huihong & Forrest, Jeffrey Yi-Lin & Yang, Baohua, 2020. "Influence of artificial intelligence on technological innovation: Evidence from the panel data of china's manufacturing sectors," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    4. Kristoffersen, Eivind & Blomsma, Fenna & Mikalef, Patrick & Li, Jingyue, 2020. "The smart circular economy: A digital-enabled circular strategies framework for manufacturing companies," Journal of Business Research, Elsevier, vol. 120(C), pages 241-261.
    5. Wisdom Kanda & Martin Geissdoerfer & Olof Hjelm, 2021. "From circular business models to circular business ecosystems," Business Strategy and the Environment, Wiley Blackwell, vol. 30(6), pages 2814-2829, September.
    6. Sjödin, David & Parida, Vinit & Palmié, Maximilian & Wincent, Joakim, 2021. "How AI capabilities enable business model innovation: Scaling AI through co-evolutionary processes and feedback loops," Journal of Business Research, Elsevier, vol. 134(C), pages 574-587.
    7. Dwivedi, Ashish & Moktadir, Md. Abdul & Chiappetta Jabbour, Charbel José & de Carvalho, Daniel Estima, 2022. "Integrating the circular economy and industry 4.0 for sustainable development: Implications for responsible footwear production in a big data-driven world," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    8. Paiola, Marco & Schiavone, Francesco & Grandinetti, Roberto & Chen, Junsong, 2021. "Digital servitization and sustainability through networking: Some evidences from IoT-based business models," Journal of Business Research, Elsevier, vol. 132(C), pages 507-516.
    9. Håkon Osland Sandvik & David Sjödin & Thomas Brekke & Vinit Parida, 2022. "Inherent paradoxes in the shift to autonomous solutions provision: a multilevel investigation of the shipping industry," Service Business, Springer;Pan-Pacific Business Association, vol. 16(2), pages 227-255, June.
    10. Kohtamäki, Marko & Parida, Vinit & Patel, Pankaj C. & Gebauer, Heiko, 2020. "The relationship between digitalization and servitization: The role of servitization in capturing the financial potential of digitalization," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    11. Huikkola, Tuomas & Kohtamäki, Marko & Ylimäki, Juho, 2022. "Becoming a smart solution provider: Reconfiguring a product manufacturer's strategic capabilities and processes to facilitate business model innovation," Technovation, Elsevier, vol. 118(C).
    12. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    13. Thomson, Linus & Sjödin, David & Parida, Vinit & Jovanovic, Marin, 2023. "Conceptualizing business model piloting: An experiential learning process for autonomous solutions," Technovation, Elsevier, vol. 126(C).
    14. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    15. Kolagar, Milad & Parida, Vinit & Sjödin, David, 2022. "Ecosystem transformation for digital servitization: A systematic review, integrative framework, and future research agenda," Journal of Business Research, Elsevier, vol. 146(C), pages 176-200.
    16. Jovanovic, Marin & Sjödin, David & Parida, Vinit, 2022. "Co-evolution of platform architecture, platform services, and platform governance: Expanding the platform value of industrial digital platforms," Technovation, Elsevier, vol. 118(C).
    17. Wiebke Reim & David Sjödin & Vinit Parida, 2021. "Circular business model implementation: A capability development case study from the manufacturing industry," Business Strategy and the Environment, Wiley Blackwell, vol. 30(6), pages 2745-2757, September.
    18. Sjödin, David & Parida, Vinit & Kohtamäki, Marko & Wincent, Joakim, 2020. "An agile co-creation process for digital servitization: A micro-service innovation approach," Journal of Business Research, Elsevier, vol. 112(C), pages 478-491.
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    Cited by:

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    3. Madanaguli, Arun & Sjödin, David & Parida, Vinit & Mikalef, Patrick, 2024. "Artificial intelligence capabilities for circular business models: Research synthesis and future agenda," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    4. Jorzik, Philip & Antonio, Jerome L. & Kanbach, Dominik K. & Kallmuenzer, Andreas & Kraus, Sascha, 2024. "Sowing the seeds for sustainability: A business model innovation perspective on artificial intelligence in green technology startups," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
    5. Jorzik, Philip & Klein, Sascha P. & Kanbach, Dominik K. & Kraus, Sascha, 2024. "AI-driven business model innovation: A systematic review and research agenda," Journal of Business Research, Elsevier, vol. 182(C).
    6. Filosa, Clara & Jovanovic, Marin & Agostini, Lara & Nosella, Anna, 2025. "Pivoting B2B platform business models: From platform experimentation to multi-platform integration to ecosystem envelopment," International Journal of Production Economics, Elsevier, vol. 280(C).
    7. Bag, Surajit & Gupta, Shivam & Chan, Hau-Ling & Kumar, Ajay, 2024. "Building smart product-service systems capabilities for circular supply chains in the Industry 4.0 era," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 188(C).

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