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

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  1. Jia, Fu & Guo, Jiguang & Nazrul, Asif & Chen, Lujie & Islam, Nazrul, 2026. "Platformization in operations and supply chain management: A bibliometric-systematic literature review with content analyses," Technovation, Elsevier, vol. 149(C).
  2. 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 dynamism," Technovation, Elsevier, vol. 133(C).
  3. Yuanhe Du & Tianhang Liu & Wei Shang & Jia Li, 2025. "Research on the Impact of Artificial Intelligence on Urban Green Energy Efficiency: An Empirical Test Based on Neural Network Models," Sustainability, MDPI, vol. 17(16), pages 1-47, August.
  4. Zahlan, Ahmed, 2025. "Strategic resource mobilization for AI entrepreneurship in healthcare: Qualitative insights from startup founders," Technovation, Elsevier, vol. 145(C).
  5. Uršič, Dejan & Čater, Tomaž, 2025. "Digital innovation in management and business: A comprehensive review, multi-level framework, and future research agenda," Journal of Business Research, Elsevier, vol. 197(C).
  6. 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).
  7. Tariq, Waqas & Chen, Yinfei & Tariq, Adeel & Sumbal, Muhammad Saleem, 2026. "Digital governance for sustainable development: A holistic review, framework, and roadmap," Technology in Society, Elsevier, vol. 84(C).
  8. Zulkifli Nurul Haqq & Badri Munir Sukoco & Agus Harimurti Yudhoyono, 2025. "The promise of action research for leadership in organisations: a systematic literature review and future agenda," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-19, December.
  9. Zhen-Er Jiang & Fu Huang & Qiang Wu, 2025. "The Impact of AI on Corporate Green Transformation: Empirical Evidence from China," Sustainability, MDPI, vol. 17(17), pages 1-20, August.
  10. 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).
  11. Zhongyuan Sun & Xuelong Wu & Ying Dong & Xuming Lou, 2025. "How Does Artificial Intelligence Application Enable Sustainable Breakthrough Innovation? Evidence from Chinese Enterprises," Sustainability, MDPI, vol. 17(17), pages 1-25, August.
  12. Elbehairy, Farah & Mora, Luca & Soe, Ralf-Martin, 2025. "Who are you? Examining the multifaceted innovation roles of municipal governments in AI governance," Technovation, Elsevier, vol. 147(C).
  13. 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.
  14. 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).
  15. Ferrigno, Giulio & Barabuffi, Saverio & Marcazzan, Enrico & Piccaluga, Andrea, 2025. "What “V” of the big data support firms’ radical and incremental innovation?," Technovation, Elsevier, vol. 146(C).
  16. Chu, Wenyi & Baxter, David & Liu, Yang, 2025. "Exploring the impacts of generative AI on artistic innovation routines," Technovation, Elsevier, vol. 143(C).
  17. 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).
  18. 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.
  19. 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).
  20. Zhe Sun & Liang Zhao & Ankit Mehrotra & Muhammad Asif Salam & Muhammad Zafar Yaqub, 2025. "Digital transformation and corporate green innovation: An affordance theory perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 34(1), pages 433-449, January.
  21. Janusz Nesterak & Marek Szelągowski & Przemysław Radziszewski, 2025. "Workplace performance measurement: digitalization of work observation and analysis," Journal of Intelligent Manufacturing, Springer, vol. 36(5), pages 3569-3585, June.
  22. 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).
  23. 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.
  24. Gao, Lan & Wang, Jing, 2025. "Can artificial intelligence reduce energy vulnerability? Evidence from an international perspective," Energy Economics, Elsevier, vol. 145(C).
  25. Torrent-Sellens, Joan & Enache-Zegheru, Mihaela & Ficapal-Cusí, Pilar, 2025. "Twin transitions or a meeting of strangers? Unravelling the effects of AI and innovations on economic, social and environmental MSMEs sustainability," Technology in Society, Elsevier, vol. 81(C).
  26. Ennaoumi Zouhair & Manta Eduard Mihai, 2025. "Exploring the Relationship between Innovation, Informality, Inequality and Tax Evasion through a Bibliometric Analysis," Proceedings of the International Conference on Business Excellence, Sciendo, vol. 19(1), pages 1546-1560.
  27. 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).
  28. Li, Longda, 2024. "The environmental spillovers of buyers' digital transformation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  29. Lazazzara, Alessandra & Za, Stefano & Georgiadou, Andri, 2025. "A taxonomy framework and process model to explore AI-enabled workplace inclusion," Journal of Business Research, Elsevier, vol. 201(C).
  30. 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.
  31. Roberts, Deborah L. & Candi, Marina, 2024. "Artificial intelligence and innovation management: Charting the evolving landscape," Technovation, Elsevier, vol. 136(C).
  32. Zhao, Xiongfei & Li, Shuangjie, 2025. "Artificial intelligence and public environmental concern: Impacts on green innovation transformation in energy-intensive enterprises," Energy Policy, Elsevier, vol. 198(C).
  33. Drydakis, Nick, 2026. "Artificial Intelligence Capital and Business Innovation," GLO Discussion Paper Series 1723, Global Labor Organization (GLO).
  34. 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).
  35. 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).
  36. Ma, Chao-Qun & Liu, Xukang & Klein, Tony & Ren, Yi-Shuai, 2025. "Decoding the nexus: How fintech and AI stocks drive the future of sustainable finance," International Review of Economics & Finance, Elsevier, vol. 98(C).
  37. Sohn, Seuk Min, 2025. "Effortlessness as the measurement of the impact of artificial intelligence (AI) adoption and innovation: Towards the theory of relative AI," Technology in Society, Elsevier, vol. 83(C).
  38. Ayman wael AL‐khatib & Thurasamy Ramayah, 2025. "Artificial intelligence‐based dynamic capabilities and circular supply chain: Analyzing the potential indirect effect of frugal innovation in retailing firms," Business Strategy and the Environment, Wiley Blackwell, vol. 34(1), pages 830-848, January.
  39. 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.
  40. Lu, Jiwei & Zhao, Genhong, 2025. "Digital finance, data elements, and artificial intelligence innovation," Finance Research Letters, Elsevier, vol. 85(PA).
  41. 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).
  42. 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.
  43. Wen, Huwei & Shang, Junjie & Nghiem, Xuan-Hoa, 2025. "Does artificial intelligence matter for the population aging-inclusive growth nexus? International evidence," Telecommunications Policy, Elsevier, vol. 49(4).
  44. 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.
  45. Zhang, Jinfei, 2025. "Artificial intelligence and green innovation: Investigating the effects of executive pay and firm age," Research in International Business and Finance, Elsevier, vol. 77(PB).
  46. Kumar, Aman & Shankar, Amit & Hollebeek, Linda D. & Behl, Abhishek & Lim, Weng Marc, 2025. "Generative artificial intelligence (GenAI) revolution: A deep dive into GenAI adoption," Journal of Business Research, Elsevier, vol. 189(C).
  47. Ma, Dechao & Wu, Weiwei, 2024. "Does artificial intelligence drive technology convergence? Evidence from Chinese manufacturing companies," Technology in Society, Elsevier, vol. 79(C).
  48. 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).
  49. 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).
  50. 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).
  51. Drydakis, Nick, 2026. "Artificial Intelligence Capital and Business Innovation," IZA Discussion Papers 18476, IZA Network @ LISER.
  52. Alenka Guzmán & Hortensia Gómez Viquez & Francisco López Herrera, 2025. "Dynamics of R&D Efforts, Patents, Exports and Economic Growth by World Trade Region, 1990-2021," Remef - Revista Mexicana de Economía y Finanzas Nueva Época REMEF (The Mexican Journal of Economics and Finance), Instituto Mexicano de Ejecutivos de Finanzas, IMEF, vol. 20(1), pages 1-24, Enero - M.
  53. 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).
  54. Crumbly, Jack & Pal, Raktim & Altay, Nezih, 2025. "A classification framework for generative artificial intelligence for social good," Technovation, Elsevier, vol. 139(C).
  55. 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).
  56. 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).
  57. Goto, Masashi, 2023. "Anticipatory innovation of professional services: The case of auditing and artificial intelligence," Research Policy, Elsevier, vol. 52(8).
  58. Mayid Alshaer, 2023. "A Systematic Review of the Use of Artificial Intelligence in Managing Innovation in E-Government Organizations Worldwide," International Journal of Technology and Systems, IPRJB, vol. 8(2), pages 65-81.
  59. Zhang, Yujie & Ba, Zhichao & Mao, Jin & Li, Gang, 2025. "Quantifying the impact of digital technology on enterprise processes using LLM-based causal claim networks," Journal of Informetrics, Elsevier, vol. 19(3).
  60. Gao, Xiangming & Ji, Xinliang & Wang, Rong & Yu, Jian, 2025. "The effect of artificial intelligence on energy transition: Evidence from China," Energy Economics, Elsevier, vol. 147(C).
  61. Jungmyoung Son & Seulki Kim, 2025. "A Living Lab Model for Elementary Informatics Education: Enhancing Sustainability Competencies Through Collaborative Problem-Solving, Computational Thinking, and Communication," Sustainability, MDPI, vol. 17(13), pages 1-22, June.
  62. Mills, Stuart & Sætra, Henrik Skaug, 2025. "Algorithms in the room: AI, representation, and decisions about sustainable futures," Technovation, Elsevier, vol. 147(C).
  63. Magistretti, Stefano & Dell’Era, Claudio & Candi, Marina & Swan, Scott K. & Bianchi, Mattia & Calabretta, Giulia & Stigliani, Ileana & Verganti, Roberto, 2025. "Unpacking experimentation in design thinking: Contributions to innovation performance and the moderating role of digital technologies," Technovation, Elsevier, vol. 141(C).
  64. 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.
  65. Daniele Giordino & Elisa Ballesio & Nourah Alshaghdali & Dhruv Galgotia, 2026. "The relationship between organizational focus on AI, financial growth and sustainable development: Evidence from Europe," Post-Print hal-05433094, HAL.
  66. Hung, Chih-Lung & Wu, Jen-Her & Chiang, Po-Chuen & Li, Qi & Chen, Yi-Cheng, 2025. "Factors driving user behavior and value creation with text-to-image generative artificial intelligence (AI): A systems theory perspective," Technology in Society, Elsevier, vol. 83(C).
  67. Sophie Altrock & Anne-Laure Mention & Tor Helge Aas, 2025. "Automation and augmentation in professional services: Exploring the impact of financial self-service technology," Electronic Markets, Springer;IIM University of St. Gallen, vol. 35(1), pages 1-25, December.
  68. Wang, Shaofeng & Zhang, Hao, 2025. "Generative artificial intelligence and internationalization green innovation: Roles of supply chain innovations and AI regulation for SMEs," Technology in Society, Elsevier, vol. 82(C).
  69. 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).
  70. Singh, Kuldeep & Chatterjee, Sheshadri & Mariani, Marcello & Wamba, Samuel Fosso, 2025. "Cybersecurity resilience and innovation ecosystems for sustainable business excellence: Examining the dramatic changes in the macroeconomic business environment," Technovation, Elsevier, vol. 143(C).
  71. LEI WANG & Yihan Chen & Thomas Ramsey & Geoffrey Hewings, 2025. "Digital technology and service tradability: evidence from patent innovations and knowledge utilization," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-18, December.
  72. 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).
  73. 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).
  74. He, Ling-Yun & Wang, Liang, 2025. "Can artificial intelligence curb greenwashing? Firm-level evidence based on large language model," Energy Economics, Elsevier, vol. 152(C).
  75. Abdalmajeed Selmi Arrooqi & Mutlaq Miqad Alruqi, 2025. "Academic leadership attitudes toward employing artificial intelligence applications in developing administrative processes," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-11, December.
  76. Xing, Xiaoqiang & Zhang, Zhu & He, Weixuan, 2026. "AI technology, AI narrative, and firm value," Technovation, Elsevier, vol. 149(C).
  77. Ming, Xin & Wang, Qiang & Liu, Yan, 2025. "The performance implications of R&D collaborations on artificial intelligence," Technovation, Elsevier, vol. 145(C).
  78. Fu, Yu & Chen, Yijun & Zhang, Yulin & Wang, Menghan & Yu, Yuanchun, 2026. "Corporate productivity transformation under the innovation paradigm: The role and impact of artificial intelligence," Technology in Society, Elsevier, vol. 84(C).
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