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Abstract

This study investigates how artificial intelligence strategic capabilities, transformational leadership, and policy environments collectively influence organizational agility in small and medium-sized enterprises through dynamic capability mechanisms. Employing a mixed-methods design, the research analyzes survey data from 300 SMEs across manufacturing, service, and technology sectors, complemented by qualitative case studies. Structural equation modeling reveals that AI strategic capabilities constitute the strongest predictor of organizational agility (β=0.42, p<0.001), with digital dynamic capabilities mediating 67% of this total effect. Technology-management fit emerges as a critical boundary condition, amplifying AI effectiveness by 123% under high alignment scenarios (β=0.58 versus β=0.26 in low alignment contexts). Transformational leadership exhibits dual mechanisms through direct positive effects on agility (β=0.28, p<0.001) and moderating influences on AI-agility relationships (β=0.21, p<0.01). Notably, AI capabilities demonstrate buffering properties against policy environment uncertainty (β=0.12, p<0.05), transforming institutional constraints into manageable strategic variables. Machine learning analyses reveal nonlinear effects with diminishing returns beyond the 75th percentile of AI adoption. The structural model explains substantial variance in organizational agility (R²=0.64) and firm performance (R²=0.52). These findings extend dynamic capability theory to digital contexts, reconceptualize AI as a strategic capability rather than an operational tool, and illuminate digital leadership dimensions, offering evidence-based guidance for SME managers, technology vendors, and policymakers navigating digital transformation challenges.

Keywords

Artificial intelligence capability Organizational agility Dynamic capabilities Digital transformation Small and medium-sized enterprises

Article Details

How to Cite
Zhong, L., Ady, S. U., & Indrasari, M. (2026). AI in strategic management and organizational agility of SMEs: leadership, policy environment, and adaptive capability . Future Technology, 5(2), 1–12. Retrieved from https://fupubco.com/futech/article/view/693
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References

  1. Cimino, A., Corvello, V., Troise, C., Thomas, A., & Tani, M. (2025). Artificial Intelligence Adoption for Sustainable Growth in SMEs: An Extended Dynamic Capability Framework. Corporate Social Responsibility and Environmental Management. DOI: https://doi.org/10.1002/csr.70019
  2. Cooper, R. G. (2025). SMEs' use of AI for new product development: Adoption rates by application and readiness-to-adopt. Industrial Marketing Management, 126, 159-167. DOI: https://doi.org/10.1016/j.indmarman.2025.01.016
  3. Proksch, D., Rosin, A. F., Stubner, S., & Pinkwart, A. (2024). The influence of a digital strategy on the digitalization of new ventures: The mediating effect of digital capabilities and a digital culture. Journal of small business management, 62(1), 1-29. DOI: https://doi.org/10.1080/00472778.2021.1883036
  4. Xu, M., Zhang, Y., Sun, H., Tang, Y., & Li, J. (2024). How digital transformation enhances corporate innovation performance: The mediating roles of big data capabilities and organizational agility. Heliyon, 10(14). DOI: https://doi.org/10.1016/j.heliyon.2024.e34905
  5. Zhang, M., Chen, X., Xie, H., Esposito, L., Parziale, A., Taneja, S., & Siraj, A. (2024). Top of tide: Nexus between organization agility, digital capability and top management support in SME digital transformation. Heliyon, 10(10). DOI: https://doi.org/10.1016/j.heliyon.2024.e31579
  6. Warner, K. S., & Wäger, M. (2019). Building dynamic capabilities for digital transformation: An ongoing process of strategic renewal. Long range planning, 52(3), 326-349. DOI: https://doi.org/10.1016/j.lrp.2018.12.001
  7. OECD/BCG/INSEAD. (2025). The Adoption of Artificial Intelligence in Firms: New Evidence for Policymaking. OECD Publishing, Paris. DOI: https://doi.org/10.1787/f9ef33c3-en.
  8. Escoz Barragan, K., & Becker, F. S. R. (2025). Keeping pace with the digital transformation—exploring the digital orientation of SMEs. Small Business Economics, 64(3), 1361-1385. DOI: https://doi.org/10.1007/s11187-024-00947-7
  9. Kahveci, E. (2025). Digital transformation in SMEs: enablers, interconnections, and a framework for sustainable competitive advantage. Administrative Sciences, 15(3), 107. DOI: https://doi.org/10.3390/admsci15030107
  10. Ahammad, M. F., Basu, S., Munjal, S., Clegg, J., & Shoham, O. B. (2021). Strategic agility, environmental uncertainties and international performance: The perspective of Indian firms. Journal of World Business, 56(4), 101218. DOI: https://doi.org/10.1016/j.jwb.2021.101218
  11. Hansen, A. K., Christiansen, L., & Lassen, A. H. (2025). Technology isn't enough for Industry 4.0: on SMEs and hindrances to digital transformation. International Journal of Production Research, 63(18), 6585-6605. DOI: https://doi.org/10.1080/00207543.2024.2305800
  12. Al Omoush, K., Lassala, C., & Ribeiro-Navarrete, S. (2025). The role of digital business transformation in frugal innovation and SMEs' resilience in emerging markets. International Journal of Emerging Markets, 20(1), 366-386. DOI: https://doi.org/10.1108/IJOEM-12-2022-1937
  13. Gyamerah, S., Afshari, L., & Asante, D. (2025). Digital transformation in the SME context: The nexus between leadership, digital capabilities and digital strategy. International Small Business Journal, 43(3), 303-328. DOI: https://doi.org/10.1177/02662426251314108
  14. Froehlich, C., Reinhardt, L. B., Schreiber, D., & Eberle, L. (2025). Dynamic capabilities for digital transformation in an enterprise business. Benchmarking: An International Journal, 32(5), 1541-1558. DOI: https://doi.org/10.1108/BIJ-12-2023-0864
  15. Saeedikiya, M., Salunke, S., & Kowalkiewicz, M. (2024). Toward a dynamic capability perspective of digital transformation in SMEs: A study of the mobility sector. Journal of Cleaner Production, 439, 140718. DOI: https://doi.org/10.1016/j.jclepro.2024.140718
  16. Rizana, A. F., Wiratmadja, I. I., & Akbar, M. (2025). Exploring Capabilities for Digital Transformation in the Business Context: Insight from a Systematic Literature Review. Sustainability, 17(9), 4222. DOI: https://doi.org/10.3390/su17094222
  17. Hafeez, S., Shahzad, K., & De Silva, M. (2025). Enhancing digital transformation in SMEs: The dynamic capabilities of innovation intermediaries within ecosystems. Long Range Planning, 58(3), 102525. DOI: https://doi.org/10.1016/j.lrp.2024.102525
  18. Ly, B. (2024). The interplay of digital transformational leadership, organizational agility, and digital transformation. Journal of the Knowledge Economy, 15(1), 4408-4427. DOI: https://doi.org/10.1007/s13132-023-01377-8
  19. Huang, J. Y., Jiang, R., & Chang, J. Y. (2023). The effects of transformational and adaptive leadership on dynamic capabilities: Digital transformation projects. Project Management Journal, 54(4), 428-446. DOI: https://doi.org/10.1177/87569728231165896
  20. Aftab, J., Stan, M. R., Srivastava, M., Wei, F., & Abid, N. (2025). The Impact of Digital Leadership on Performance: Examining the Roles of Big Data Analytical Capabilities, Green Innovation, and AI Change Readiness in Italian SMEs. Business Strategy and the Environment. DOI: https://doi.org/10.1002/bse.4322
  21. Bux, A., Zhu, Y., & Devi, S. (2025). Enhancing organizational agility through knowledge sharing and open innovation: The role of transformational leadership in digital transformation. Sustainability, 17(15), 6765. DOI: https://doi.org/10.3390/su17156765
  22. Rehman, S. U., Bresciani, S., Yahiaoui, D., & Giacosa, E. (2022). Environmental sustainability orientation and corporate social responsibility influence on environmental performance of small and medium enterprises: The mediating effect of green capability. Corporate Social Responsibility and Environmental Management, 29(6), 1954-1967. DOI: https://doi.org/10.1002/csr.2293
  23. Li, L., Msaad, H., Sun, H., Tan, M. X., Lu, Y., & Lau, A. K. (2020). Green innovation and business sustainability: New evidence from energy intensive industry in China. International Journal of Environmental Research and Public Health, 17(21), 7826. DOI: https://doi.org/10.3390/ijerph17217826
  24. Teece, D. J. (2007). Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance. Strategic management journal, 28(13), 1319-1350. DOI: https://doi.org/10.1002/smj.640
  25. Vial, G. (2021). Understanding digital transformation: A review and a research agenda. Managing digital transformation, 13-66. DOI: https://doi.org/10.4324/9781003008637-4
  26. AlNuaimi, B. K., Singh, S. K., Ren, S., Budhwar, P., & Vorobyev, D. (2022). Mastering digital transformation: The nexus between leadership, agility, and digital strategy. Journal of Business Research, 145, 636-648. DOI: https://doi.org/10.1016/j.jbusres.2022.03.038
  27. OECD. (2023). OECD SME and Entrepreneurship Outlook 2023. OECD Publishing. DOI: https://doi.org/10.1787/342b8564-en
  28. Armstrong, J. S., & Overton, T. S. (1977). Estimating nonresponse bias in mail surveys. Journal of marketing research, 14(3), 396-402. DOI: https://doi.org/10.1177/002224377701400320
  29. Eisenhardt, K. M. (1989). Building theories from case study research. Academy of Management Review, 14(4), 532-550. DOI: https://doi.org/10.5465/amr.1989.4308385
  30. Mikalef, P., & Gupta, M. (2021). Artificial intelligence capability: Conceptualization, measurement calibration, and empirical study on its impact on organizational creativity and firm performance. Information & management, 58(3), 103434. DOI: https://doi.org/10.1016/j.im.2021.103434
  31. Verhoef, P. C., Broekhuizen, T., Bart, Y., Bhattacharya, A., Dong, J. Q., Fabian, N., & Haenlein, M. (2021). Digital transformation: A multidisciplinary reflection and research agenda. Journal of business research, 122, 889-901. DOI: https://doi.org/10.1016/j.jbusres.2019.09.022
  32. Sarstedt, M., Ringle, C. M., & Hair, J. F. (2021). Partial least squares structural equation modeling. In Handbook of market research (pp. 587-632). Cham: Springer International Publishing. DOI: https://doi.org/10.1007/978-3-319-57413-4_15