Artificial intelligence enabling circular business model innovation in digital servitization: Conceptualizing dynamic capabilities, AI capacities, business models and effects
Luleå University of Technology · University of South-Eastern Norway · +1 more institution
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…
Citation impact
- FWCI
- 68.71
- Percentile
- 100%
- References
- 53
Authors
3Topics & keywords
- Business model
- Commercialization
- Circular economy
- Dynamic capabilities
- Knowledge management
- Underpinning
- Resource (disambiguation)
- Digital transformation
- Industry, innovation and infrastructure