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Artificial intelligence in innovation research: A systematic review, conceptual framework, and future research directions

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  1. Singh, Kuldeep & Chatterjee, Sheshadri & Mariani, Marcello, 2024. "Applications of generative AI and future organizational performance: The mediating role of explorative and exploitative innovation and the moderating role of ethical dilemmas and environmental dynamis," Technovation, Elsevier, vol. 133(C).
  2. Cammarano, Antonello & Varriale, Vincenzo & Michelino, Francesca & Caputo, Mauro, 2024. "Discovering technological opportunities of cutting-edge technologies: A methodology based on literature analysis and artificial neural network," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  3. Murtaza Hussain & Shaohua Yang & Umer Sahil Maqsood & R. M. Ammar Zahid, 2024. "Tapping into the green potential: The power of artificial intelligence adoption in corporate green innovation drive," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4375-4396, July.
  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. Shore, Adam & Tiwari, Manisha & Tandon, Priyanka & Foropon, Cyril, 2024. "Building entrepreneurial resilience during crisis using generative AI: An empirical study on SMEs," Technovation, Elsevier, vol. 135(C).
  6. Yutong Liu & Peiyi Song, 2024. "Research on the Influence of Firm Digital Intelligence Transformation and Management Innovation on Performance and Sustainable Development: Empirical Evidence from China," Sustainability, MDPI, vol. 16(17), pages 1-21, September.
  7. Chatterjee, Sheshadri & Mariani, Marcello & Fosso Wamba, Samuel, 2023. "Prosumers’ intention to co-create business value and the moderating role of digital media usage," Journal of Business Research, Elsevier, vol. 163(C).
  8. Eisenreich, Anja & Just, Julian & Gimenez-Jimenez, Daniela & Füller, Johann, 2024. "Revolution or inflated expectations? Exploring the impact of generative AI on ideation in a practical sustainability context," Technovation, Elsevier, vol. 138(C).
  9. Abdul Hamid Paddu & Indraswati Tri Abdi Reviane & Nur Dwiana Sari Saudi & Fitriwati Djam’an & Mirzalina Zaenal & Sabbar Dahham Sabbar, 2024. "Interlinkages of Fiscal Decentralization, Financial Development, and Carbon Emissions: The Underlying Significance of Natural Resources," International Journal of Energy Economics and Policy, Econjournals, vol. 14(4), pages 377-390, July.
  10. Kim, Jong Min & Park, Keeyeon Ki-cheon & Mariani, Marcello & Wamba, Samuel Fosso, 2024. "Investigating reviewers' intentions to post fake vs. authentic reviews based on behavioral linguistic features," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
  11. Li, Longda, 2024. "The environmental spillovers of buyers' digital transformation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  12. Zhen Liu & Yixin Liu & Mohamed Osmani, 2024. "Integration of Smart City Technology and Business Model Innovation," Sustainability, MDPI, vol. 16(12), pages 1-30, June.
  13. Roberts, Deborah L. & Candi, Marina, 2024. "Artificial intelligence and innovation management: Charting the evolving landscape," Technovation, Elsevier, vol. 136(C).
  14. Rana, Nripendra P. & Pillai, Rajasshrie & Sivathanu, Brijesh & Malik, Nishtha, 2024. "Assessing the nexus of Generative AI adoption, ethical considerations and organizational performance," Technovation, Elsevier, vol. 135(C).
  15. Modgil, Sachin & Gupta, Shivam & Kar, Arpan Kumar & Tuunanen, Tuure, 2025. "How could Generative AI support and add value to non-technology companies – A qualitative study," Technovation, Elsevier, vol. 139(C).
  16. Jiaxing Du & Han Cai & Xiu Jin, 2024. "Exploring the Association Between Artificial Intelligence Management and Green Innovation: Expanding the Research Field for Sustainable Outcomes," Sustainability, MDPI, vol. 16(21), pages 1-28, October.
  17. Wang, Shaofeng & Zhang, Hao, 2024. "Green entrepreneurship success in the age of generative artificial intelligence: The interplay of technology adoption, knowledge management, and government support," Technology in Society, Elsevier, vol. 79(C).
  18. Yang Zhang & Changqi Dong, 2024. "Sustainable Development of Digital Cultural Heritage: A Hybrid Analysis of Crowdsourcing Projects Using fsQCA and System Dynamics," Sustainability, MDPI, vol. 16(17), pages 1-27, September.
  19. Jin Zhang & Duoxun Ba, 2024. "Intelligent Development, Knowledge Breadth, and High-Tech Enterprise Innovation: The Moderating Role of Knowledge Absorptive Capacity," Sustainability, MDPI, vol. 16(18), pages 1-18, September.
  20. Ma, Dechao & Wu, Weiwei, 2024. "Does artificial intelligence drive technology convergence? Evidence from Chinese manufacturing companies," Technology in Society, Elsevier, vol. 79(C).
  21. Querci, Ilaria & Monsurrò, Luigi & Peverini, Paolo, 2024. "When anthropomorphism backfires: Anticipation of negative social roles as a source of resistance to smart object adoption," Technovation, Elsevier, vol. 132(C).
  22. Zhang, Zhenhua & Zhang, Yunpeng & Wu, Huangbin & Song, Shunfeng & Pan, Yuxi & Feng, Yanchao, 2024. "Dual effects of automation on economy and environment: Evidence from A-share listed enterprises in China," China Economic Review, Elsevier, vol. 88(C).
  23. An, Meng & Lin, Jiabao & Luo, Xin (Robert), 2024. "The impact of human AI skills on organizational innovation: The moderating role of digital organizational culture," Journal of Business Research, Elsevier, vol. 182(C).
  24. Feng, Fangfang & Li, Junjun & Zhang, Feng & Sun, Jinghuan, 2024. "The impact of artificial intelligence on green innovation efficiency: Moderating role of dynamic capability," International Review of Economics & Finance, Elsevier, vol. 96(PB).
  25. Crumbly, Jack & Pal, Raktim & Altay, Nezih, 2025. "A classification framework for generative artificial intelligence for social good," Technovation, Elsevier, vol. 139(C).
  26. Akram, Rabia & Li, Qiyuan & Srivastava, Mohit & Zheng, Yulu & Irfan, Muhammad, 2024. "Nexus between green technology innovation and climate policy uncertainty: Unleashing the role of artificial intelligence in an emerging economy," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  27. Chiarello, Filippo & Giordano, Vito & Spada, Irene & Barandoni, Simone & Fantoni, Gualtiero, 2024. "Future applications of generative large language models: A data-driven case study on ChatGPT," Technovation, Elsevier, vol. 133(C).
  28. Goto, Masashi, 2023. "Anticipatory innovation of professional services: The case of auditing and artificial intelligence," Research Policy, Elsevier, vol. 52(8).
  29. Gary Christiam Farfán Chilicaus & Gladys Sandi Licapa-Redolfo & Marco Agustín Arbulú Ballesteros & Christian David Corrales Otazú & Sarita Jessica Apaza Miranda & Marcos Marcelo Flores Castillo & Gabr, 2025. "Digital Transformation and Sustainability in Post-Pandemic Supply Chains: A Global Bibliometric Analysis of Technological Evolution and Research Patterns (2020–2024)," Sustainability, MDPI, vol. 17(7), pages 1-30, March.
  30. Chatterjee, Sheshadri & Chaudhuri, Ranjan & Mariani, Marcello & Fosso Wamba, Samuel, 2023. "Examining the role of intellectual capital on knowledge sharing in digital platform-based MNEs and its impact on firm performance," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
  31. Huang, Yujie & Liu, Shucheng & Gan, Jiawu & Liu, Baoliu & Wu, Yuxi, 2024. "How does the construction of new generation of national AI innovative development pilot zones drive enterprise ESG development? Empirical evidence from China," Energy Economics, Elsevier, vol. 140(C).
  32. Mariani, Marcello & Dwivedi, Yogesh K., 2024. "Generative artificial intelligence in innovation management: A preview of future research developments," Journal of Business Research, Elsevier, vol. 175(C).
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