Abstract
For numerous industrial enterprises, the potential of artificial intelligence (AI) is unequivocal. However, the pathway to harnessing its full value remains less defined. In sectors such as machinery and advanced manufacturing, AI demonstrates capabilities in enhancing diagnostics, automating knowledge retrieval, forecasting maintenance requirements, and increasing customer autonomy. Nevertheless, these advantages do not materialize solely through the deployment of algorithms or machine connectivity. Success depends on a comprehensive transformation wherein data, organizational routines, customer interfaces, technical competencies, and ecosystem relationships are systematically aligned around a new paradigm of value creation.
This presentation explores SCM Group’s evolution from a machinery manufacturer to a trusted business partner, employing servitization as a strategic framework through which digital transformation gains significance. Drawing on SCM Group’s roadmap, the study demonstrates how industrial data, in conjunction with human expertise, can be recombined to form collective intelligence. This recombination fosters innovative service experiences while simultaneously presenting managerial challenges such as data governance, cross-functional adoption, capability development, leadership alignment, and the necessity of balancing exploitation of existing business models with exploration of new value paradigms.
Consequently, this presentation redefines AI-enabled servitization as a strategic design challenge rather than merely a technological implementation: it requires going beyond AI’s capabilities to encompass the organizational and ecosystem conditions necessary for AI to generate meaningful, experiential value for customers. The concluding perspective emphasizes that the acceleration of servitization via AI is contingent upon firms managing the interdependencies among technology, personnel, data, and partners with the same disciplined approach applied to products, projects, and markets.
Profile
Alessandra Benedetti is an Italian and U.S. executive at SCM Group, where she leads enterprise transformation and technology initiatives within the machinery and advanced manufacturing sector. Since joining SCM Group in 2005, she has held senior leadership roles across Service, Spare Parts, Digital Transformation, and Business Remodeling, contributing to the evolution of after-sales from a transactional function into a strategic lever for customer relationship development, operational excellence, profitability, and business model innovation. With extensive international experience, including several years living and working in the United States, she brings a strong cross-functional background in general management, customer care, operations, project management, and P&L responsibility. Her work focuses on digitalization, servitization, AI-enabled transformation, data-driven decision-making, and the transition of manufacturing firms from product-centric organizations toward customer- and ecosystem-oriented solution providers. Alessandra holds a degree in Management Engineering from the University of Bologna, an MBA from SDA Bocconi School of Management, and is currently pursuing a Doctorate in Business Administration at SDA Bocconi, where her research examines how objective AI literacy shapes employees’ receptivity to enterprise generative AI tools.