Architecting Technological Resilience: Evaluating the Impact of Legacy System Modernization on Organizational Agility in the Age of Generative AI
Authors
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Azzuan Azzuan
azzuan56@gmail.comPoliteknik Angkatan Laut,
Indonesia
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Zubaidi Budi Hartanto
Politeknik Angkatan Laut, Indonesia
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Moh. Qomar Syarifuddin
Politeknik Angkatan Laut, Indonesia
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Ahmad Faisol
Politeknik Angkatan Laut, Indonesia
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Background. Organizations are under immense pressure to modernize legacy systems to stay competitive in a fast-changing tech landscape. While Generative AI is recognized as a key driver for productivity and innovation, the specific link between upgrading old systems and achieving organizational agility in the AI era remains largely underexplored.
Purpose. This study aims to evaluate how legacy system modernization impacts organizational agility within the context of Generative AI integration. It seeks to understand if these technical upgrades serve as a strategic foundation for fostering adaptability and long-term resilience.
Method. The research utilized a mixed-methods approach, combining quantitative surveys and qualitative interviews. Data was gathered from key stakeholders across 30 organizations that have successfully completed the modernization of their legacy infrastructures.
Results. The findings show significant improvements in decision-making speed, market responsiveness, and operational flexibility. The study highlights that modernization is a critical enabler for faster Generative AI adoption, which directly enhances an organization's overall agility.
Conclusion. Modernizing legacy systems is a strategic investment rather than a mere technical necessity. It builds technological resilience and provides a vital framework for AI integration, offering organizations a pathway to sustained competitive advantage and better adaptability.
Adeyinka, K. I., & Adeyinka, T. I. (2025). Impact of Generative AI on Industries: Dalam J. Zhao, V. V. Kumar, P. F. Katina, & J. Richards (Ed.), Advances in Computational Intelligence and Robotics (hlm. 237–262). IGI Global. https://doi.org/10.4018/979-8-3693-8332-2.ch010
AlBataineh, A. K. F., Harb, A. S. M., Alnajjar, A. H., & Alhaj, R. S. (2024). Evaluating the impact of business incubators on promoting growth and creativity in women’s projects in Jordan. International Journal of Management and Sustainability, 13(4), 781–794. https://doi.org/10.18488/11.v13i4.3893
Ameen, N., & Tarba, S. (2025). Organisational agility for new industrial marketing management models in turbulent times. Industrial Marketing Management, 128, A1–A7. https://doi.org/10.1016/j.indmarman.2025.06.001
Aretoulaki, E., Ponis, S. T., Plakas, G., Tzanetou, D., & Kitsantas, A. (2025). Architecting Resilience: Digital Innovations in Humanitarian Logistics for Disaster-Ready Networks. Dalam I. Kostavelis, D. Folinas, D. Aidonis, & C. Achillas (Ed.), Supply Chains (Vol. 2111, hlm. 136–143). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-69351-9_11
Ayad, A., & Bouffard, F. (2025). Evaluating Technology Infusion Impacts on Electric Grid Modernization. Procedia Computer Science, 268, 411–420. https://doi.org/10.1016/j.procs.2025.08.220
Baby, B. A., Alberto Munafò, F. L., Testasecca, T., Beccali, M., Ferraro, M., & Poma, G. (2024). Digitalizing Pipeline Network for Hydrogen-Blended Natural Gas Distribution Assessments. 2024 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv), 349–354. https://doi.org/10.1109/MetroLivEnv60384.2024.10615772
Boateng, N. S., Liscio, M. C., Sospiro, P., & Talluri, G. (2025). Economic Cost–Benefit Analysis on Smart Grid Implementation in China. Sustainability, 17(7), 2946. https://doi.org/10.3390/su17072946
Bolshakov, R. S., Gozbenko, V. E., & Vuong, Q. T. (2024). Assessment of Dynamic States of Railway Vehicles: Structural Mathematical Modeling. Advanced Engineering Research (Rostov-on-Don), 24(2), 125–134. https://doi.org/10.23947/2687-1653-2024-24-2-125-134
Boonlua, S., Jiao, Z., Ma, D., & Peemanee, J. (2025). Evaluating the Green Technological Innovation of Chinese Environment on Firm Sustainability: The Mediating Role of Supply Chain Relationships. E3S Web of Conferences, 629, 03002. https://doi.org/10.1051/e3sconf/202562903002
Borz?cka, M. (2025). Balancing Feed Demand and Energy Supply: Technical Potential of Permanent Grassland Biomass in Poland. Crops, 5(6), 79. https://doi.org/10.3390/crops5060079
Engel-Di Mauro, S., & Li, S. (2025). Ecological Civilisation in China: Evaluating the Environmental Repercussions of Socialist Modernisation. International Critical Thought, 15(4), 521–547. https://doi.org/10.1080/21598282.2025.2602746
Firdaus, A., Aksar, I. A., Gong, J., Zaiamri Zainal Abidin, M., Ur Rasheed Baloch, H., & Gomez, E. (2025). Interpretative Phenomenological Analysis (IPA) for Journalism Studies: Making Sense of Journalists’ Sense-Making of Digital Disruptions. International Journal of Qualitative Methods, 24, 16094069241309274. https://doi.org/10.1177/16094069241309274
Gomathi Sankar, J., & David, A. (Ed.). (2024). Generative AI for Transformational Management: IGI Global. https://doi.org/10.4018/979-8-3693-5578-7
Guan, H., Wang, Q., Mei, Y., Ran, J., Zeng, F., Cai, H., Wang, D., Yang, S., Zhang, M., Shi, Y., Liao, S., & Li, P. (2024). A multistep approach for exploring quality markers of Shengjiang Xiexin decoction by integrating plasma pharmacochemistry-pharmacokinetics-pharmacology. Journal of Pharmaceutical and Biomedical Analysis, 241, 115999. https://doi.org/10.1016/j.jpba.2024.115999
Hafiz, E. S. (2025). Evaluating Egypt’s Urban Emergency Response System: Toward Resilient Cities and Integrated Crisis Governance with special reference to south sinai. JES. Journal of Engineering Sciences, 0(0), 0–0. https://doi.org/10.21608/jesaun.2025.402807.1607
Higgs, J. M., & Stornaiuolo, A. (2024). Being Human in the Age of Generative AI: Young People’s Ethical Concerns about Writing and Living with Machines. Reading Research Quarterly, 59(4), 632–650. https://doi.org/10.1002/rrq.552
Humberstone, M., Phan, H., Unwin, S., Short, S., Coles, G., & Wood, J. (2024). Consequence Uncertainty Quantification in LMP Applications. Advanced Reactor Safety (ARS), 33–41. https://doi.org/10.13182/T130-43303
Jafari, M., Soltani, J., Shahdany Hashemy, S. M., Monem, M. J., Vasheghani Farahani, E., & Tork, H. (2025). Environmental Analysis within a Multi-Criteria Evaluation of Agricultural Water Distribution System Modernization Strategies. Environmental Modeling & Assessment. https://doi.org/10.1007/s10666-025-10079-1
Jonnalaa, R., Desai, K., & Loonkar, S. (2025). Enhancing Business Resilience in the Era of ChatGPT: Navigating New Age Solutions. 2025 IEEE International Conference on Advances in Computing Research On Science Engineering and Technology (ACROSET), 1–9. https://doi.org/10.1109/ACROSET66531.2025.11280845
Kanigolla, L., Pal, G., Vaidhyanathan, K., Gangadharan, D., & Vattem, A. (2024). Architecting Digital Twin for Smart City Systems: A Case Study. 2024 IEEE 21st International Conference on Software Architecture Companion (ICSA-C), 326–334. https://doi.org/10.1109/ICSA-C63560.2024.00061
Karam, H., Anwama, E., Davidson, I. E. A., Alfazari, H., Krykhtine, F., & Mora-Camino, F. (2024). A Methodology for Evaluating Aviation Sustainability Perspectives. Dalam N. A. R. Nik Mohd. & S. Mat (Ed.), Proceedings of the 2nd International Seminar on Aeronautics and Energy (hlm. 277–289). Springer Nature Singapore. https://doi.org/10.1007/978-981-99-6874-9_23
Koti, S. L., Koti, A., Khare, A., & Khare, P. (2024). AAP Approach: A Pre-migration Approach for Migration to Artificial Intelligence. Dalam B. Alareeni & A. Hamdan (Ed.), Navigating the Technological Tide: The Evolution and Challenges of Business Model Innovation (Vol. 1082, hlm. 350–359). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-67434-1_33
Krakowski, S. (2025). Human-AI agency in the age of generative AI. Information and Organization, 35(1), 100560. https://doi.org/10.1016/j.infoandorg.2025.100560
Kunz, W. H., & Wirtz, J. (2024). Corporate digital responsibility (CDR) in the age of AI: Implications for interactive marketing. Journal of Research in Interactive Marketing, 18(1), 31–37. https://doi.org/10.1108/JRIM-06-2023-0176
McClellan, M., & Pegus, C. (2025). Aligning Capital with Care: Delivering Health Value Alongside Financial Returns. Frontiers of Health Services Management, 42(2), 6–12. https://doi.org/10.1097/HAP.0000000000000234
Minampati, V. R. R., Gaurav, A. K., Malik, P., & Jhaveri, S. (2025). Evaluating the Impact of Institutional, Non?Institutional & Media on Public Awareness of PMFBY: Evidence from Indian States Using Regression Analysis. Research on World Agricultural Economy, 738–758. https://doi.org/10.36956/rwae.v6i2.1673
Pawlak, S., & Saternus, M. (2025). Computer Simulation as a Tool for Cost and CO2 Emission Analysis in Production Process Simulations. Sustainability, 17(24), 10932. https://doi.org/10.3390/su172410932
Phuong, N. T., & Ngoc Lam, N. T. (2025). EVALUATING THE EFFECTIVENESS OF CULTURAL HERITAGE COMMUNICATION BASED ON LOCAL COMMUNITY FEEDBACK: A CASE STUDY OF HANOI CITY. https://doi.org/10.5281/ZENODO.17379320
Raza, T., Gonzalez, H. B., Vasquez Cresp, M. B., Liwag, C. R. E. U., Kanyawanah, Z. M., Bermudez, D., Zainudeen, B. M., Morales, M. A. M., Mayo, S. M., & Magnaye, D. C. (2025). Evaluating the Effectiveness of Sustainable Transportation Policies in Mitigating Climate Change in Metro Manila, Philippines: The Public Utility Vehicle Modernization Program (PUVMP). Dalam I. Pal, S. Shrestha, S. Ninsawat, & S. Kolathayar (Ed.), Proceedings of the 3rd International Symposium on Disaster Resilience and Sustainable Development—Volume 1 (Vol. 623, hlm. 139–164). Springer Nature Singapore. https://doi.org/10.1007/978-981-96-2139-2_11
Rosenthal, K. (2024). Teaching Conceptual Modeling in the Age of Generative Conversational AI: Ideas for a Research Agenda. Dalam V. Diekert & M. Kreuzer (Ed.), Finitely Presented Groups (hlm. 199–208). De Gruyter. https://doi.org/10.1515/9783111473574-012
Stupar, S., Šahi?, E., ?ar, M. B., & Beganovi?, N. (2025). Assessment of the Importance of Employee Competencies Using an Expert System. Dalam I. Karabegovi?, A. Kova?evi?, & S. Mandžuka (Ed.), New Technologies, Development and Application VIII (Vol. 1483, hlm. 157–169). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-95197-8_18
Tarko, M. (2025). Assessment of the impact of road surface milling on the acoustic climate in its vicinity. MATERIA?Y BUDOWLANE, 1(8), 198–205. https://doi.org/10.15199/33.2025.08.23
Tsvasman, L. (2025). Cybernetic Leadership and the Metaheuristic of Potentiality: Epistemic Architectures for Systemic Viability. Dalam L. Tsvasman (Ed.), Cybernetic Leadership for Sustainable Innovation (hlm. 33–74). IGI Global Scientific Publishing. https://doi.org/10.4018/979-8-3373-2484-5.ch002
Wang, A., Sun, L., & Liu, J. (2024). An Innovative TOPSIS–Mahalanobis Distance Approach to Comprehensive Spatial Prioritization Based on Multi-Dimensional Drought Indicators. Atmosphere, 15(11), 1347. https://doi.org/10.3390/atmos15111347
Zeng, W., & Yin, Z. (2025). Evaluating the impact of artificial intelligence development on industrial green transformation in China. Scientific Reports, 15(1), 44324. https://doi.org/10.1038/s41598-025-27939-1
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