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How AI capabilities enable business model innovation: Scaling AI through co-evolutionary processes and feedback loops

Citations

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Cited by:

  1. Chowdhury, Soumyadeb & Ren, Shuang & Richey, Robert Glenn, 2025. "Leveraging artificial intelligence to facilitate green servitization: Resource orchestration and Re-institutionalization perspectives," International Journal of Production Economics, Elsevier, vol. 281(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. Turienzo, Javier & Cabanelas, Pablo & Lampón, Jesús F., 2023. "Business models in times of disruption: The connected and autonomous vehicles (uncertain) domino effect," Journal of Business Research, Elsevier, vol. 156(C).
  4. Michael Weber & Martin Engert & Norman Schaffer & Jörg Weking & Helmut Krcmar, 2023. "Organizational Capabilities for AI Implementation—Coping with Inscrutability and Data Dependency in AI," Information Systems Frontiers, Springer, vol. 25(4), pages 1549-1569, August.
  5. Abou-Foul, Mohamad & Ruiz-Alba, Jose L. & López-Tenorio, Pablo J., 2023. "The impact of artificial intelligence capabilities on servitization: The moderating role of absorptive capacity-A dynamic capabilities perspective," Journal of Business Research, Elsevier, vol. 157(C).
  6. Luca Simone Macca & Gabriele Santoro & Michael Christofi, 2026. "Managerial experimental approaches and business model dynamics: a systematic literature review," Review of Managerial Science, Springer, vol. 20(3), pages 995-1063, March.
  7. Valtonen, Alena & Saunila, Minna & Ukko, Juhani & Treves, Luke & Ritala, Paavo, 2025. "AI and employee wellbeing in the workplace: An empirical study," Journal of Business Research, Elsevier, vol. 199(C).
  8. 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).
  9. Palmié, Maximilian & Parida, Vinit & Mader, Anna & Wincent, Joakim, 2023. "Clarifying the scaling concept: A review, definition, and measure of scaling performance and an elaborate agenda for future research," Journal of Business Research, Elsevier, vol. 158(C).
  10. Ayala, Néstor Fabián & Rodrigues da Silva, Jassen & Cannarozzo Tinoco, Maria Auxiliadora & Saccani, Nicola & Frank, Alejandro G., 2025. "Artificial Intelligence capabilities in Digital Servitization: Identifying digital opportunities for different service types," International Journal of Production Economics, Elsevier, vol. 284(C).
  11. Ghafoori, Arman & Gupta, Manjul & Merhi, Mohammad I. & Gupta, Samrat & Shore, Adam P., 2024. "Toward the role of organizational culture in data-driven digital transformation," International Journal of Production Economics, Elsevier, vol. 271(C).
  12. Roberto Moro-Visconti & Salvador Cruz Rambaud & Joaquín López Pascual, 2023. "Artificial intelligence-driven scalability and its impact on the sustainability and valuation of traditional firms," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 10(1), pages 1-14, December.
  13. Laudien, Sven M. & Manuel Guaita Martínez, José & María Martín Martín, José, 2023. "Business models based on sharing fashion and accessories: Qualitative-empirical insights into a new type of sharing economy business models," Journal of Business Research, Elsevier, vol. 157(C).
  14. Fei Zhou & Na Zhang & Xue Li & Chunjia Han & Brij B. Gupta, 2025. "Managing inter-organizational dependencies operation for discovering digital business model innovation in corporate innovation ecosystem," Operations Management Research, Springer, vol. 18(2), pages 574-590, June.
  15. Gama, Fábio & Sjödin, David & Parida, Vinit & Frishammar, Johan & Wincent, Joakim, 2022. "Exploratory and exploitative capability paths for innovation: A contingency framework for harnessing fuzziness in the front end," Technovation, Elsevier, vol. 113(C).
  16. Ciampi, Francesco & Faraoni, Monica & Ballerini, Jacopo & Meli, Francesco, 2022. "The co-evolutionary relationship between digitalization and organizational agility: Ongoing debates, theoretical developments and future research perspectives," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
  17. Bahoo, Salman & Cucculelli, Marco & Qamar, Dawood, 2023. "Artificial intelligence and corporate innovation: A review and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
  18. Bang‐Ning Hwang & Pittinun Puntha & Siriprapha Jitanugoon, 2025. "AI‐Driven Circular Transformation: Unlocking Sustainable Startup Success Through Co‐Creation Dynamics in Circular Economy Ecosystems," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(S1), pages 245-274, November.
  19. Hwang Bang‐Ning & Siriprapha Jitanugoon & Pittinun Puntha, 2025. "AI‐Powered Sustainable Tourism: Unlocking Circular Economies and Overcoming Resistance to Change," Business Strategy and the Environment, Wiley Blackwell, vol. 34(5), pages 5781-5802, July.
  20. Wang, Zongrun & Zhang, Taiyu & Ren, Xiaohang & Shi, Yukun, 2024. "AI adoption rate and corporate green innovation efficiency: Evidence from Chinese energy companies," Energy Economics, Elsevier, vol. 132(C).
  21. Liu, Zhiyang & Liu, Jianyi & Zhao, Chenfang & Qiu, Zhenyu, 2025. "Business model innovation in the age of metaverse," Technovation, Elsevier, vol. 143(C).
  22. Tachia Chin & Muhammad Waleed Ayub Ghouri & Jiyang Jin & Muhammet Deveci, 2024. "AI technologies affording the orchestration of ecosystem-based business models: the moderating role of AI knowledge spillover," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-13, December.
  23. Shengxing Yang, 2022. "A systematic literature review on the disruptions of artificial intelligence within the business world: in terms of the evolution of competences [Une revue systématique de la littérature sur les bouleversements de l'intelligence artificielle dans ," Post-Print hal-03694170, HAL.
  24. Kuang-Hua Hu & Fu-Hsiang Chen & Ming-Fu Hsu & Gwo-Hshiung Tzeng, 2023. "Governance of artificial intelligence applications in a business audit via a fusion fuzzy multiple rule-based decision-making model," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-31, December.
  25. Minchao Liao & Zeng'an Gao & Jingsong Zhou & Dehui Li, 2025. "Business model innovation driven by corporate social responsibility in a digital innovation ecosystem: Evidence from Chinese manufacturers," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 46(4), pages 2103-2119, June.
  26. Chen, Yan & Zhang, Ruiqian & Lyu, Jiayi & Hou, Yuqi, 2024. "AI and Nuclear: A perfect intersection of danger and potential?," Energy Economics, Elsevier, vol. 133(C).
  27. Shen, Lei & Shi, Qingyue & Parida, Vinit & Jovanovic, Marin, 2024. "Ecosystem orchestration practices for industrial firms: A qualitative meta-analysis, framework development and research agenda," Journal of Business Research, Elsevier, vol. 173(C).
  28. Renfei, Chen & Zhongwen, Li & Guangfei, Yang & Wenli, Li & Zitong, Guo, 2026. "Exploring how artificial intelligence capabilities impact corporate sustainability performance: Insights from Chinese manufacturing firms," Technovation, Elsevier, vol. 149(C).
  29. Kyriakopoulos, Nikolaos & Kim, Euiyoung & Hultink, Erik Jan & Santema, Sicco, 2025. "The impact of design thinking and artificial intelligence capabilities on performance: The role of new product development decision-making agility," Journal of Business Research, Elsevier, vol. 200(C).
  30. Bratanova, Alexandra & Pham, Hien & Mason, Claire & Hajkowicz, Stefan & Naughtin, Claire & Schleiger, Emma & Sanderson, Conrad & Chen, Caron & Karimi, Sarvnaz, 2022. "Differentiating artificial intelligence activity clusters in Australia," Technology in Society, Elsevier, vol. 71(C).
  31. Ramesh Krishnan & Phi Yen Phan & S. Navaneetha Krishnan & Renu Agarwal & Amrik Sohal, 2025. "Industry 4.0‐driven business model innovation for supply chain sustainability: An exploratory case study," Business Strategy and the Environment, Wiley Blackwell, vol. 34(1), pages 276-295, January.
  32. Hossein Rouhani Zeidanloo & Miroslav Špaček, 2025. "Assessing disruptive potential in the IT sector: a framework for evaluating company-to-company impact," Journal of Innovation and Entrepreneurship, Springer, vol. 14(1), pages 1-64, December.
  33. Volz, Felix & Münch, Christopher & Lohmüller, Marcel & Küffner, Christoph, 2025. "From data jungle to data governance in digital ecosystems: Empirical evidence from a multiple holistic case study," Journal of Business Research, Elsevier, vol. 201(C).
  34. Ancillai, Chiara & Sabatini, Andrea & Gatti, Marco & Perna, Andrea, 2023. "Digital technology and business model innovation: A systematic literature review and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
  35. Coviello, Nicole & Autio, Erkko & Nambisan, Satish & Patzelt, Holger & Thomas, Llewellyn D.W., 2024. "Organizational scaling, scalability, and scale-up: Definitional harmonization and a research agenda," Journal of Business Venturing, Elsevier, vol. 39(5).
  36. 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).
  37. Bughin, Jacques, 2024. "What drives the corporate payoffs of using generative artificial intelligence?," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 658-668.
  38. Yara Amine, 2025. "Contextual Data Quality Management within Enterprise Architecture Frameworks [Gestion de la Qualité des Données Contextuelles dans les Cadres d'Architecture d'Entreprise]," Post-Print hal-05115292, HAL.
  39. Huishuang Su & Lingxia Li & Shuo Tian & Zhongwei Cao & Qiang Ma, 2025. "Innovation mechanism of AI empowering manufacturing enterprises: case study of an industrial internet platform," Information Technology and Management, Springer, vol. 26(3), pages 421-439, September.
  40. Rimsha Naeem & Marko Kohtamäki & Vinit Parida, 2025. "Artificial intelligence enabled product–service innovation: past achievements and future directions," Review of Managerial Science, Springer, vol. 19(7), pages 2149-2192, July.
  41. 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).
  42. 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).
  43. Patel, Pankaj C. & Ojha, Divesh & Naskar, Shankar, 2022. "The effect of firm efficiency on firm performance: Evidence from the Domestic Production Activities Deduction Act," International Journal of Production Economics, Elsevier, vol. 253(C).
  44. Canboy, Başak & Khlif, Wafa, 2025. "Beyond efficiency: Revisiting AI platforms, servitization and power relations from a critical perspective," International Journal of Production Economics, Elsevier, vol. 282(C).
  45. Ren'e Bohnsack & Mickie de Wet, 2025. "AI is the Strategy: From Agentic AI to Autonomous Business Models onto Strategy in the Age of AI," Papers 2506.17339, arXiv.org, revised Jul 2025.
  46. Yutong Liu & Peiyi Song, 2023. "Digital Transformation and Green Innovation of Energy Enterprises," Sustainability, MDPI, vol. 15(9), pages 1-15, May.
  47. Robertson, Jeandri & Botha, Elsamari & Oosthuizen, Kim & Montecchi, Matteo, 2025. "Managing change when integrating artificial intelligence (AI) into the retail value chain: The AI implementation compass," Journal of Business Research, Elsevier, vol. 189(C).
  48. 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).
  49. Samuel Fosso Wamba & Maciel M. Queiroz & Ilias O. Pappas & Yulia Sullivan, 2024. "Artificial Intelligence Capability and Firm Performance: A Sustainable Development Perspective by the Mediating Role of Data-Driven Culture," Information Systems Frontiers, Springer, vol. 26(6), pages 2189-2203, December.
  50. Kanungo, Rama Prasad & Liu, Rui & Gupta, Suraksha, 2024. "Cognitive analytics enabled responsible artificial intelligence for business model innovation: A multilayer perceptron neural networks estimation," Journal of Business Research, Elsevier, vol. 182(C).
  51. Navitha Singh Sewpersadh, 2023. "Disruptive business value models in the digital era," Journal of Innovation and Entrepreneurship, Springer, vol. 12(1), pages 1-27, December.
  52. Colombelli, Alessandra & Belitski, Maksim & D’Amico, Elettra, 2023. "Artificial Intelligence and Firm Innovation: The Resource-Allocation Perspective," Department of Economics and Statistics Cognetti de Martiis. Working Papers 202316, University of Turin.
  53. Federica Ceccotti & Maria Vernuccio & Alberto Mattiacci & Alberto Pastore, 2025. "Traditional agencies on bridges: How is digital transformation changing business models?," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 29(2), pages 503-541, June.
  54. Attah-Boakye, Rexford & Adams, Kweku & Hernandez-Perdomo, Elvis & Yu, Honglan & Johansson, Jeaneth, 2023. "Resource re-orchestration and firm survival in crisis periods: The role of business models of technology MNEs during COVID-19," Technovation, Elsevier, vol. 125(C).
  55. Chen, Liping & Dai, Yishu & Ren, Fei & Dong, Xiaoying, 2023. "Data-driven digital capabilities enable servitization strategy——From service supporting the product to service supporting the client," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
  56. Garg, Vipul & Gabaldon, Janeth & Niranjan, Suman & Hawkins, Timothy G., 2025. "Impact of strategic performance measures on performance: The role of artificial intelligence and machine learning," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 198(C).
  57. Pramanik, Paritosh & Jana, Rabin K. & Ghosh, Indranil, 2024. "AI readiness enablers in developed and developing economies: Findings from the XGBoost regression and explainable AI framework," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
  58. Liang, Lin & Sun, Ruxue, 2026. "Does artificial intelligence facilitate the balancing of short-term returns and long-term growth in firms? Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 223(C).
  59. Cheng, Xuanmei & Du, Anna Min & Yan, Chengnuo & Goodell, John W., 2025. "Internal business process governance and external regulation: How does AI technology empower financial performance?," International Review of Financial Analysis, Elsevier, vol. 99(C).
  60. Daliborka Witschel & Julian Marius Müller & Kai-Ingo Voigt, 2023. "What Takes the Wind out of Their Sails? A Micro-Foundational Perspective of Challenges for Building Dynamic Capabilities Towards Digital Business Model Innovation," Schmalenbach Journal of Business Research, Springer, vol. 75(3), pages 345-388, September.
  61. 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).
  62. repec:bcp:journl:v:9:y:2025:i:12:p:1498-1510 is not listed on IDEAS
  63. Qin, Min & Qiu, Shanshan & Mou, Jian, 2025. "Task supported or task decision-making? Which AI workplace enhances employee AI identity more in manufacturing enterprise," Technology in Society, Elsevier, vol. 83(C).
  64. Kohtamäki, Marko & Brekke, Thomas & Naeem, Rimsha & Sjödin, David & Parida, Vinit, 2025. "Managerial practices shaping the transformation towards artificial intelligence-enabled product–service systems," International Journal of Production Economics, Elsevier, vol. 286(C).
  65. Akhilesh Chandra & Charles F. Malone, 2024. "State of The Dotcom-Era Accounting Information Systems (AIS) Faculty and Implications for The Artificial Intelligence (AI)-Era," Accounting and Management Information Systems, Faculty of Accounting and Management Information Systems, The Bucharest University of Economic Studies, vol. 23(4), pages 740-792, December.
  66. 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.
  67. Mariani, Marcello M. & Machado, Isa & Nambisan, Satish, 2023. "Types of innovation and artificial intelligence: A systematic quantitative literature review and research agenda," Journal of Business Research, Elsevier, vol. 155(PB).
  68. Marcon, Érico & Le Dain, Marie-Anne & Frank, Alejandro G., 2022. "Designing business models for Industry 4.0 technologies provision: Changes in business dimensions through digital transformation," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
  69. Zhou, Shuya & Zhou, Peiyan & Ji, Hannah, 2022. "Can digital transformation alleviate corporate tax stickiness: The mediation effect of tax avoidance," Technological Forecasting and Social Change, Elsevier, vol. 184(C).
  70. Li, Huimin & Zhao, Jing & Cao, Yongchao & Su, Limin & Zhao, Zhichao & Zhang, Yafei, 2024. "Servitization and product service system: A literature review on value creation," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
  71. Ming, Xin & Wang, Qiang & Liu, Yan, 2025. "The performance implications of R&D collaborations on artificial intelligence," Technovation, Elsevier, vol. 145(C).
  72. van Klyton, Aaron & Carbonell Garcia, Diego Fernando & Restrepo-Estrada, Camilo, 2026. "An anatomy of business model innovation in Latin America- a fuzzy extended analytic hierarchy process application," Journal of Business Research, Elsevier, vol. 202(C).
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