Commercializing AI-Eabled Sustainable Solutions

dc.contributor.authorWarraich, Tayyab
dc.contributor.authorNaeem, Rimsha
dc.contributor.editorKohtamäki, Marko
dc.contributor.editorRabetino, Rodrigo
dc.contributor.editorParida, Vinit
dc.contributor.editorSjödin, David
dc.contributor.editorBaines, Tim
dc.contributor.editorZiaee Bigdeli, Ali
dc.date.accessioned2026-04-27T12:10:00Z
dc.date.issued2026
dc.description.abstractThe rapid advancement of Artificial Intelligence (AI) presents transformative opportunities for firms, particularly within manufacturing and solution-oriented industries, by enabling digitalization, automation, and intelligent decision-making. While AI has the potential to redefine business offerings and foster the evolution from traditional product-service systems to smart product-service systems (SPSS), its successful commercialization remains a persistent challenge. This chapter proposes a multilevel, iterative framework for commercializing AI-enabled sustainable solutions. It begins at the strategy level, where firms make foundational decisions about value propositions. These decisions shape the business model, which guides how firms structure and align operations to support AI-enabled value creation, delivery and capture. The framework then moves to the activity system level, involving the selection, design, prototyping, and advancement of AI solutions for market adoption. The chapter identified that the process is not linear; feedback from implemented solutions loops back to inform strategic adjustments. It contributed theoretically by addressing the limitations of linear commercialization models, emphasizing adaptability, feedback integration, and sustainability. For managers, it will offer guidance on adopting agile, cross-functional strategies that align innovation with digitally evolving markets and sustainability demands. Furthermore, it equips firms to navigate the complexities of AI commercialization better while supporting the development of scalable and sustainable business models.en
dc.description.notification© 2026 Palgrave Macmillan. This is a post-peer-review, pre-copyedit version of an article published in Sustainable Product-Service Systems: Theories, Concepts and Tools. The definitive publisher-authenticated version Warraich, T., & Naeem, R. (2026). Commercializing AI-Eabled Sustainable Solutions. In M. Kohtamäki, R. Rabetino, V. Parida, D. Sjödin, T. Baines, & A. Ziaee Bigdeli (Eds.), Sustainable Product-Service Systems: Theories, Concepts and Tools (pp. 185-200). Palgrave Macmillan. https://doi.org/10.1007/978-3-032-07765-3_11 is available online at: https://doi.org/10.1007/978-3-032-07765-3
dc.description.reviewstatusfi=vertaisarvioitu|en=peerReviewed|
dc.embargo.lift2027-04-01
dc.embargo.terms2027-04-01
dc.format.pagerange185-200
dc.identifier.isbn978-3-032-07765-3
dc.identifier.urihttps://osuva.uwasa.fi/handle/11111/20227
dc.identifier.urnURN:NBN:fi-fe2026042734689
dc.language.isoen
dc.publisherSpringer
dc.relation.doihttps://doi.org/10.1007/978-3-032-07765-3_11
dc.relation.isbn978-3-032-07764-6
dc.relation.ispartofSustainable Product-Service Systems: Theories, Concepts and Tools
dc.relation.urlhttps://doi.org/10.1007/978-3-032-07765-3_11
dc.relation.urlhttps://urn.fi/URN:NBN:fi-fe2026042734689
dc.source.identifierbcfa336a-2c58-4c82-b0a8-f36e027edecc
dc.source.metadataSoleCRIS
dc.subjectArtificial Intelligence (AI)
dc.subjectServitization
dc.subjectCommercialization
dc.subjectProduct-Service Systems (PSS)
dc.subjectSustainable Business Model Innovation
dc.subject.disciplinefi=Strateginen johtaminen|en=Strategic Management|
dc.subject.disciplinefi=Strateginen johtaminen|en=Strategic Management|
dc.titleCommercializing AI-Eabled Sustainable Solutions
dc.type.okmfi=A3 Kirjan tai muun kokoomateoksen osa (vertaisarvioitu)|en=A3 Book chapter (peer-reviewed)|
dc.type.publicationarticle
dc.type.versionacceptedVersion

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