Penggunaan Chatbot Layanan Pelanggan pada UMKM: Peran Response Speed, Customer Experience, dan Repeat Purchase
DOI:
https://doi.org/10.71094/selayar.v2i3.427Keywords:
chatbot layanan pelanggan, response speed, customer experience, repeat purchase, UMKMAbstract
Perkembangan teknologi Artificial Intelligence (AI) mendorong UMKM untuk mengadopsi chatbot sebagai media layanan pelanggan digital guna meningkatkan efisiensi pelayanan dan kualitas interaksi dengan pelanggan. Penelitian ini bertujuan untuk menganalisis pengaruh response speed chatbot terhadap customer experience dan repeat purchase pelanggan UMKM, serta menguji peran customer experience sebagai variabel mediasi. Penelitian menggunakan pendekatan kuantitatif dengan jenis explanatory research. Data diperoleh melalui penyebaran kuesioner online kepada 200 responden yang pernah menggunakan chatbot layanan pelanggan pada UMKM berbasis digital di Indonesia. Teknik pengambilan sampel menggunakan purposive sampling dengan kriteria responden pernah berinteraksi menggunakan chatbot dan melakukan transaksi pada UMKM digital. Analisis data dilakukan menggunakan Structural Equation Modeling berbasis Partial Least Square (SEM-PLS). Hasil penelitian menunjukkan bahwa response speed berpengaruh positif dan signifikan terhadap customer experience. Selain itu, customer experience juga berpengaruh positif terhadap repeat purchase pelanggan UMKM. Response speed terbukti memiliki pengaruh langsung terhadap repeat purchase, namun pengaruh tidak langsung melalui customer experience menunjukkan hasil yang lebih kuat. Temuan penelitian mengindikasikan bahwa customer experience mampu memediasi hubungan antara response speed dan repeat purchase. Penelitian ini menegaskan bahwa penggunaan chatbot dengan respons cepat, komunikasi yang nyaman, dan layanan yang efisien dapat meningkatkan pengalaman pelanggan serta mendorong loyalitas pelanggan pada UMKM berbasis digital. Hasil penelitian diharapkan menjadi referensi bagi UMKM dalam mengembangkan strategi layanan pelanggan berbasis teknologi AI.
References
Adam, M., Wessel, M., & Benlian, A. (2021). AI-based chatbots in customer service and their effects on user satisfaction. Electronic Markets, 31(2), 427–445. https://doi.org/10.1007/s12525-020-00414-7
Agarwal, A., Maiya, S., & Aggarwal, S. (2021). Evaluating empathetic chatbots in customer service settings. arXiv. https://arxiv.org/abs/2101.01334
Ashfaq, M., Yun, J., Yu, S., & Loureiro, S. M. C. (2020). I, chatbot: Modeling the determinants of users’ satisfaction and continuance intention of AI-powered service agents. Telematics and Informatics, 54, 101473. https://doi.org/10.1016/j.tele.2020.101473
Brandtzaeg, P. B., & Følstad, A. (2018). Chatbots: Changing user needs and motivations. Interactions, 25(5), 38–43. https://doi.org/10.1145/3236669
Chaidrata, A., Wisesa, H., & Prasetyo, Y. T. (2022). Intent matching based customer services chatbot with natural language understanding. arXiv. https://arxiv.org/abs/2202.00480
Chatbots that win hearts and wallets: Maximizing customer satisfaction and repeat purchases. (2026). European Research on Management and Business Economics, 32(1), 100243. https://doi.org/10.1016/j.iedeen.2026.100243
Følstad, A., & Brandtzaeg, P. B. (2017). Chatbots and the new world of human-computer interaction. Interactions, 24(4), 38–42. https://doi.org/10.1145/3085558
Haupt, M., Rozumowski, A., Freidank, J., & Haas, A. (2023). Seeking empathy or suggesting a solution? Effects of chatbot messages on service failure recovery. Electronic Markets, 33(56), 1–20. https://doi.org/10.1007/s12525-023-00673-0
How AI-driven chatbots shape customer satisfaction and loyalty to chatbot usage in digital service experience. (2026). Journal of Open Innovation: Technology, Market, and Complexity, 12(1), 100215.
Jennah, R., & Hartono, A. (2024). The influence of perception of ease, usefulness, enjoyment, and interaction on user satisfaction and purchase intention through the chatbot “Tanya” on the Tokopedia platform. Indonesian Interdisciplinary Journal of Sharia Economics, 8(3), 2145–2160.
Kim, K., Shams, G., & Kim, K. (2025). From seconds to sentiments: Differential effects of chatbot response latency on customer evaluations. International Journal of Human–Computer Interaction, 42(1), 597–612. https://doi.org/10.1080/10447318.2025.2508915
Luo, X., Tong, S., Fang, Z., & Qu, Z. (2019). Frontiers: Machines vs. humans: The impact of AI chatbot disclosure on customer purchases. Marketing Science, 38(6), 937–947. https://doi.org/10.1287/mksc.2019.1192
McLean, G., & Osei-Frimpong, K. (2019). Chat now… Examining the variables influencing the use of online live chat. Technological Forecasting and Social Change, 146, 55–67. https://doi.org/10.1016/j.techfore.2019.05.017
Pandya, K., & Holia, M. (2023). Automating customer service using LangChain: Building custom open-source GPT chatbot for organizations. arXiv. https://arxiv.org/abs/2310.05421
Pizzi, G., Scarpi, D., & Pantano, E. (2021). Artificial intelligence and the new forms of interaction in customer service. Journal of Retailing and Consumer Services, 58, 102287. https://doi.org/10.1016/j.jretconser.2020.102287
Ranieri, A., Di Bernardo, I., & Mele, C. (2024). Serving customers through chatbots: Positive and negative effects on customer experience. Journal of Service Theory and Practice, 34(2), 191–215. https://doi.org/10.1108/JSTP-02-2023-0048
Selamat, M. A., & Windasari, N. A. (2021). Chatbot for SMEs: Integrating customer and business owner perspectives. Technology in Society, 66, 101685. https://doi.org/10.1016/j.techsoc.2021.101685
Stoeckli, E., Dremel, C., & Uebernickel, F. (2018). Exploring characteristics and transformational capabilities of insurance chatbots. Electronic Markets, 28(3), 249–264. https://doi.org/10.1007/s12525-018-0307-6
Syarafa, A. B., & Setiawan, A. I. (2025). Dari gaya tanggapan hingga niat membeli kembali: Peran akurasi empati dan kepuasan pelanggan dalam interaksi chatbot Shopee. Jurnal Ilmu Manajemen Terapan, 6(4), 455–468.
Takaria, Z. Y., & Tjokrosaputro, M. (2024). Pengaruh penggunaan dan respons chatbot terhadap kepuasan konsumen e-commerce: Nilai ekstrinsik sebagai mediasi. Jurnal Manajemen Bisnis dan Kewirausahaan, 8(6), 1120–1132. https://doi.org/10.24912/jmbk.v8i6.33628
van Pinxteren, M. M. E., Wetzels, R. W. H., Rüger, J., Pluymaekers, M., & Wetzels, M. (2020). Trust in humanoid robots: Implications for services marketing. Journal of Services Marketing, 34(4), 507–518. https://doi.org/10.1108/JSM-01-2019-0045
Widodo, M. S., & Devica, S. (2025). Pengaruh chatbot experience dan customer trust terhadap customer satisfaction pada platform Shopee di Indonesia. Management Studies and Business Journal, 5(1), 66–78.
Yun, J., & Park, J. (2022). The effects of chatbot service recovery with emotion words on customer satisfaction, repurchase intention, and positive word-of-mouth. Frontiers in Psychology, 13, 922503. https://doi.org/10.3389/fpsyg.2022.922503
Zhu, P., Zhang, Z., Li, J., Huang, Y., & Zhao, H. (2018). Lingke: A fine-grained multi-turn chatbot for customer service. arXiv. https://arxiv.org/abs/1808.03430
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Copyright (c) 2026 Rian Warsa Firmansyah, Tina Pudjiastuti, Darman Megantara (Author)

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