Hyper-Personalization Berbasis AI Agents: Dampaknya Terhadap Loyalitas Konsumen Generasi Z Dan Milenial Di E-Commerce Indonesia
Keywords:
Hyper-Personalization, AI Agents, Loyalitas Konsumen, Generasi Z, MilenialAbstract
Penelitian ini bertujuan untuk mengeksplorasi pengalaman Generasi Z dan Milenial terhadap hyper-personalization berbasis AI agents dalam e-commerce Indonesia serta memahami bagaimana pengalaman tersebut membentuk loyalitas konsumen. Penelitian ini menggunakan pendekatan kualitatif fenomenologis dengan wawancara semi-terstruktur terhadap konsumen Gen Z dan Milenial yang aktif menggunakan platform e-commerce atau social commerce. Data dianalisis menggunakan thematic analysis untuk mengidentifikasi pola pengalaman, persepsi, dan respons emosional konsumen terhadap rekomendasi personal, chatbot, promosi otomatis, dan interaksi berbasis algoritma. Temuan menunjukkan bahwa hyper-personalization berbasis AI agents dapat memperkuat loyalitas ketika konsumen memersepsikannya sebagai relevan, membantu, responsif, dan dapat dipercaya. Personalisasi mampu mengurangi upaya pencarian, meningkatkan efisiensi belanja, serta mendorong keterikatan berulang dengan platform. Namun, loyalitas tidak terbentuk secara otomatis karena konsumen juga menghadapi ambivalensi algoritmik, terutama terkait privasi, transparansi data, dan perasaan diawasi oleh sistem. Ketika personalisasi dianggap terlalu intensif, invasif, atau manipulatif, kepercayaan konsumen dapat melemah. Studi ini menegaskan bahwa loyalitas dalam e-commerce berbasis AI merupakan hasil dari negosiasi antara manfaat personalisasi, kepercayaan algoritmik, pengalaman emosional, persepsi kontrol, dan kekhawatiran privasi. Implikasi praktisnya, platform e-commerce perlu merancang AI agents yang relevan, transparan, etis, dan tetap memberi ruang kendali bagi konsumen.
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References
Adeoye-Olatunde, O. A., & Olenik, N. L. (2021). Research and scholarly methods: Semi-structured interviews. JACCP Journal of the American College of Clinical Pharmacy, 4(10). https://doi.org/10.1002/jac5.1441
Arif, H. M., & Windarsari, W. R. (2026). Between Algorithm and Adat: How Bugis-Makassar MSMEs Negotiate AI Marketing Through the Lens of Siri’ na Pacce. Economics and Business Journal (ECBIS), 4(3), 897–908. https://doi.org/10.47353/ecbis.v4i3.308
Ding, L., Antonucci, G., & Venditti, M. (2025). Unveiling user responses to AI-powered personalised recommendations: a qualitative study of consumer engagement dynamics on Douyin. Qualitative Market Research, 28(2). https://doi.org/10.1108/QMR-11-2023-0151
Ebrahimi, A., Ebrahimi, M., & Ebrahimi, N. (2024). Analyzing the Relationship Between Artificial Intelligence and Customer Experience Improvement in the Online Retail Industry. Digital Transformation and Administration Innovation, 2(4). https://doi.org/10.61838/dtai.2.4.9
Hardcastle, K., Vorster, L., & Brown, D. M. (2025). Understanding Customer Responses to AI-Driven Personalized Journeys: Impacts on the Customer Experience. Journal of Advertising, 54(2). https://doi.org/10.1080/00913367.2025.2460985
Hassan, N., Abdelraouf, M., & El-Shihy, D. (2025). The moderating role of personalized recommendations in the trust–satisfaction–loyalty relationship: an empirical study of AI-driven e-commerce. Future Business Journal, 11(1). https://doi.org/10.1186/s43093-025-00476-z
Jayapal, J. (2025). Unveiling the Impact of AI-Driven Personalization on Customer Loyalty in Online Shopping: The Moderating Effects of Privacy Concerns. Journal of Promotion Management, 31(5). https://doi.org/10.1080/10496491.2025.2525099
Kim, S., Jai, T. (Catherine), & Chang, H. J. (Julie). (2026). Exploring drivers of brand loyalty in luxury e-commerce: The role of AI chatbots. Journal of Global Scholars of Marketing Science, 36(2), 242–264. https://doi.org/10.1080/21639159.2026.2622304
Lim, W. M. (2025). What Is Qualitative Research? An Overview and Guidelines. Australasian Marketing Journal, 33(2). https://doi.org/10.1177/14413582241264619
Mustafa Ayobami Raji, Hameedat Bukola Olodo, Timothy Tolulope Oke, Wilhelmina Afua Addy, Onyeka Chrisanctus Ofodile, & Adedoyin Tolulope Oyewole. (2024). E-commerce and consumer behavior: A review of AI-powered personalization and market trends. GSC Advanced Research and Reviews, 18(3). https://doi.org/10.30574/gscarr.2024.18.3.0090
Naeem, M., Ozuem, W., Howell, K., & Ranfagni, S. (2023). A Step-by-Step Process of Thematic Analysis to Develop a Conceptual Model in Qualitative Research. International Journal of Qualitative Methods, 22. https://doi.org/10.1177/16094069231205789
Peter, R., Roshith, V., Lawrence, S., Mona, A. E., Narayanan, K. B., & Yusaira, F. (2025). Gen AI – Gen Z: understanding Gen Z’s emotional responses and brand experiences with Gen AI-driven, hyper-personalized advertising. Frontiers in Communication, 10. https://doi.org/10.3389/fcomm.2025.1554551
Rehman, A., Akter, S., Rayhan, Z., Hossain, S., & Nessa, N. (2025). Personalization algorithm in E-commerce: a qualitative analysis of user experience enhancement and the imperative for ethical governance. Современные Инновации, Системы и Технологии - Modern Innovations, Systems and Technologies, 5(4). https://doi.org/10.47813/2782-2818-2025-5-4-2039-2049
Riu, I. A., Radjab, I., Arif, H. M., Haeruddin, M. I. W., & Aswar, N. F. (2026). Consumer Trust In Influencer-Based Digital Marketing: A Qualitative Study Among Beauty Product Consumers In Makassar City. Economics and Business Journal (ECBIS), 4(2), 533–546. https://doi.org/10.47353/ecbis.v4i2.378
Sharma, M., Joshi, S., Luthra, S., & Kumar, A. (2024). Impact of Digital Assistant Attributes on Millennials’ Purchasing Intentions: A Multi-Group Analysis using PLS-SEM, Artificial Neural Network and fsQCA. Information Systems Frontiers, 26(3). https://doi.org/10.1007/s10796-022-10339-5
Tran, M. T. (2024). Unlocking the AI-powered customer experience: Personalized service, enhanced engagement, and data-driven strategies for e-commerce applications. Journal of Infrastructure, Policy and Development, 8(7). https://doi.org/10.24294/jipd.v8i7.4970
Windarsari, W. R., & Arif, H. M. (2026). Diferensiasi Kualitas Keterlibatan dalam Social Commerce: Analisis Sistematis Trust-Based Engagement terhadap Perilaku Pembelian Berulang. Kompeten: Jurnal Ilmiah Ekonomi Dan Bisnis, 4(6), 1692–1702. https://doi.org/10.57141/kompeten.v4i6.261
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