AI-POWERED PRODUCT RECOMMENDATIONS AND THEIR ROLE IN STIMULATING IMPULSE BUYING AMONG ONLINE SHOPPERS
DOI:
https://doi.org/10.1234/aira.v2i1.41Keywords:
artificial intelligence, behavior, e-commerce, impulse buying, social commerceAbstract
This study investigates the impact of AI-powered product recommendation strategies on consumer impulse buying behavior within e-commerce platforms, focusing on the Generation Z market segment in Indonesia. As online retail continues to expand, platforms increasingly rely on artificial intelligence to personalize shopping experiences. This research addresses a gap in understanding how multiple integrated marketing elements—credibility, surprise, involvement, visual appeal, and personalization—influence unplanned consumer purchases in a rapidly evolving digital context. Using a quantitative correlational approach, data were collected from 100 Generation Z online shoppers through a structured questionnaire employing a 5-point Likert scale. Statistical analysis was conducted using SPSS version 26. The research included item validity testing (r count > 0.195), internal reliability testing (Cronbach's Alpha > 0.70), and classical assumption tests including normality, multicollinearity, and heteroscedasticity. The core analysis employed multiple regression to determine the individual and collective impact of each variable on impulse buying behavior. All five variables were found to significantly influence consumer behavior, with surprise (t = 3.201, p < 0.01) emerging as the strongest predictor, followed by involvement (t = 2.879, p < 0.01), personalization (t = 2.519, p < 0.05), credibility (t = 2.143, p < 0.05), and visual appeal (t = 1.983, p < 0.05). The overall model was statistically significant (F = 9.643 > F-table = 2.31, p < 0.01), confirming the combined effect of these marketing elements on impulse buying. The study contributes to the theoretical development of social commerce by empirically validating the behavioral influence of AI recommendations, offers practical guidance for optimizing personalization strategies in digital marketing, and provides region-specific insights into Indonesian consumer behavior. These findings establish a foundation for future research on ethical and technological advancements in AI-driven consumer engagement.
References
Alexis Yim, Annie Peng Cui, Michael Walsh (2023). The role of cuteness on consumer attachment to artificial intelligence agents. Emerald. https://doi.org/10.1108/jrim-02-2023-0046
Ali Yazdani, Shoaleh Darbani (2023). The Impact of AI on Trends Design and Consumer Behavior. KMAN Publication Incorporation. https://doi.org/10.61838/kman.aitech.1.4.2
Alshaf Pebrianggara, Muhammad Rizal Yulianto, Al Akbar Himawan (2024). THE ROLE OF ARTIFICIAL INTELLIGENCE (AI) AND PRODUCT POPULARITY IN SHAPING CONSUMER BUYING BEHAVIOR ON INDONESIAN E-COMMERCE PLATFORMS. Universiti Sains Islam Malaysia. https://doi.org/10.33102/kq9kt433
Andrea Paesano (2021). Artificial intelligence and creative activities inside organizational behavior. Emerald. https://doi.org/10.1108/ijoa-09-2020-2421
Behzad Foroughi, Bita Naghmeh-Abbaspour, Jun Wen, Morteza Ghobakhloo, Mostafa Al‐Emran, Mohammed A. Al‐Sharafi (2025). Determinants of Generative AI in Promoting Green Purchasing Behavior: A Hybrid Partial Least Squares–Artificial Neural Network Approach. Wiley. https://doi.org/10.1002/bse.4186
Bianca Kronemann, Hatice Kizgin, Nripendra P. Rana, Yogesh K. Dwivedi (2023). How AI encourages consumers to share their secrets? The role of anthropomorphism personalisation and privacy concerns and avenues for future research. Emerald. https://doi.org/10.1108/sjme10-2022-0213
Biyu Guan, Xin Li, Zhenshuo Luo, Pei Liu (2024). Can (A)I Arouse You? The Impact of AI Services on Consumer Pro-Environmental Behavior. SAGE Publications. https://doi.org/10.1177/10963480241256602
Cihan Becan (2025). How Technology Readiness Influences Behavioral and Purchasing Intention:
Serial Multiple Mediating Role of Attitude toward AI and AI-Driven Consumer Chatbot Experience. Springer Science and Business Media LLC. https://doi.org/10.21203/rs.3.rs6135960/v1
Cristóbal Rodolfo Guerra-Tamez, Keila Kraul Flores, Gabriela Mariah Serna-Mendiburu, David Chavelas Robles, Jorge Ibarra Cortés (2024). Decoding Gen Z: AI's influence on brand trust and purchasing behavior. Frontiers Media SA. https://doi.org/10.3389/frai.2024.1323512
D. Agung Krisprimandoyo (2023). Optimizing Corporate Branding: The Role of Artificial Intelligence In Business Transformation of IQOS. PT. Riset Press International. https://doi.org/10.59653/jimat.v2i01.482
Elizabeth A. Minton, Begum Kaplan, Frank G. Cabano (2022). The influence of religiosity on consumers' evaluations of brands using artificial intelligence. Wiley. https://doi.org/10.1002/mar.21727
Emmanuel Mogaji, Varsha Jain (2024). How generative AI is (will) change consumer behaviour: Postulating the potential impact and implications for research practice and policy. Wiley. https://doi.org/10.1002/cb.2345
Erik Hermann (2021). Anthropomorphized artificial intelligence attachment and consumer behavior. Springer Science and Business Media LLC. https://doi.org/10.1007/s11002-021-09587-3
Gai Sin Liem, Loke Kean Koay, Padmathya A P Sanderan, Hui Ling Pong, Zi Ying Poon, Sahliny
A P Marimuthu, Aulia Purdiana Gisca, Mashi Gupta, M. Saxena, Daisy Mui Hung Kee (2023). AI-assisted Food Ordering and Delivery Management System for KFC: Insights from Malaysia Indonesia and India. AIBPM Publisher. https://doi.org/10.32535/jcda.v6i3.2540
George S. Spais, Ian Phau, Varsha Jain (2023). AI marketing and AI‐based promotions impact on consumer behavior and the avoidance of consumer autonomy threat. Wiley. https://doi.org/10.1002/cb.2248
HE Ai-zhong, Yu Zhang (2022). AI-powered touch points in the customer journey: a systematic literature review and research agenda. Emerald. https://doi.org/10.1108/jrim-03-2022-0082
Haitao Wen, Lulu Zhang, Ao Sheng, Mingda Li, Bingfeng Guo (2022). From “Human-to-Human” to “Human-to-Non-human” – Influence Factors of Artificial Intelligence-Enabled Consumer
Value Co-creation Behavior. Frontiers Media SA. https://doi.org/10.3389/fpsyg.2022.863313
Hao Zhang, Xiaofei Bai, Zengguang Ma (2022). Consumer reactions to AI design: Exploring consumer willingness to pay for AI‐designed products. Wiley. https://doi.org/10.1002/mar.21721
Hasan Beyari (2024). The effect of AI on pink marketing: the case of women’s purchasing behavior using mobile applications. Frontiers Media SA. https://doi.org/10.3389/frai.2024.1502580
Jihyoung Chin, Chanwook Do, Minjung Kim (2022). How to Increase Sport Facility Users’ Intention to Use AI Fitness Services: Based on the Technology Adoption Model. MDPI AG. https://doi.org/10.3390/ijerph192114453
João M. Lopes, Lucy Silva, Ilda Massano‐Cardoso (2024). AI Meets the Shopper: Psychosocial Factors in Ease of Use and Their Effect on E-Commerce Purchase Intention. MDPI AG. https://doi.org/10.3390/bs14070616
Jungkeun Kim, Marilyn Giroux, Jacob C. Lee (2021). When do you trust AI? The effect of number presentation detail on consumer trust and acceptance of AI recommendations. Wiley. https://doi.org/10.1002/mar.21498
Ka Wing Chan, Felix Septianto, Junbum Kwon, Revathi Sridhar Kamal (2023). Color effects on AI influencers’ product recommendations. Emerald. https://doi.org/10.1108/ejm-03-2022-0185
Kamrul Hasan Bhuiyan, Selim Ahmed, Israt Jahan (2024). Consumer attitude toward using artificial intelligence (AI) devices in hospitality services. Emerald. https://doi.org/10.1108/jhti-082023-0551
Khansa Zaman (2022). Transformation of Marketing Decisions through Artificial Intelligence and Digital Marketing. Coral Publications Coral Research and Education Systems. https://doi.org/10.52633/jms.v4i2.210
Kishore Kunal (2023). AN EXPLORATORY STUDY ON THE COMPONENTS OF AI IMPACTING CUSTOMER RETENTION IN TELECOM INDUSTRY. Science Research
Society. https://doi.org/10.52783/rlj.v11i5s.950
Li Li, Dhakir Abbas Ali, Yuanting Guo (2024). The Impact of Data-Based Boosting on User ClickThrough Intention Under AI Personalized Recommendations. IOS Press. https://doi.org/10.3233/atde231342
Maria Nascimento CUNHA, Manuel Sousa Pereira, António Cardoso, Jorge FIGUEIREDO, Isabel Oliveira (2024). REDEFINING CONSUMER ENGAGEMENT: THE IMPACT OF AI AND MACHINE LEARNING ON MARKETING STRATEGIES IN TOURISM AND HOSPITALITY. Asociatia de Geografie Turism si Sport. https://doi.org/10.30892/gtg.532141226
Marilyn Giroux, Jungkeun Kim, Jacob C. Lee, Jongwon Park (2022). Artificial Intelligence and
Declined Guilt: Retailing Morality Comparison Between Human and AI. Springer Science and Business Media LLC. https://doi.org/10.1007/s10551-022-05056-7
Meenakshi Sharma, Hinika Shail, Pramod Kumar Painuly, A. V. Senthil Kumar (2023). AI-Powered Technologies Used in Online Fashion Retail for Sustainable Business. IGI Global.
https://doi.org/10.4018/979-8-3693-0019-0.ch028
Min Qin, Wei Zhu, Shiyue Zhao, Zhao Yu (2022). Is Artificial Intelligence Better than Manpower?
The Effects of Different Types of Online Customer Services on Customer Purchase Intentions. MDPI AG. https://doi.org/10.3390/su14073974
Mohamad Fariz Abdullah, Muhamad Azman Ibrahim, Azlin Zanariah Bahtar, Noor Rita Mohamad Khan (2024). Conceptualizing the Implications of Artificial Intelligence (AI) Tools and
Personalization Marketing on Consumer Purchase Intention: Insights from the Malaysian ECommerce Market. AMH International Conferences and Seminars Organizing LLC. https://doi.org/10.22610/imbr.v16i3s(i)a.4145
Muhammad Shoaib Farooq, Yuen Yee Yen (2024). Artificial Intelligence in Consumer Behaviour:
A Systematic Literature Review. Research Square Platform LLC. https://doi.org/10.21203/rs.3.rs-3875906/v1
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 Online Press. https://doi.org/10.30574/gscarr.2024.18.3.0090
Nisreen Ameen, Ali Tarhini, Alexander Reppel, Amitabh Anand (2021). Customer experiences in the age of artificial intelligence. Elsevier BV. https://doi.org/10.1016/j.chb.2020.106548
Pooja Mehta, Charles Jebarajakirthy, Haroon Iqbal Maseeh, Anubha Anubha, Raiswa Saha, Komal Dhanda (2022). Artificial intelligence in marketing: A meta‐analytic review. Wiley. https://doi.org/10.1002/mar.21716
R. K. Jain, Ajay Kumar (2024). Artificial Intelligence in Marketing: Two Decades Review. SAGE Publications. https://doi.org/10.1177/09711023241272308
Rohit Bhagat, V. S. Chauhan, P. Bhagat (2022). Investigating the impact of artificial intelligence on consumer’s purchase intention in e-retailing. Emerald. https://doi.org/10.1108/fs-10-20210218
Ruchika Jain, Naval Garg, Shikha N. Khera (2022). Adoption of AI-Enabled Tools in Social Development Organizations in India: An Extension of UTAUT Model. Frontiers Media SA. https://doi.org/10.3389/fpsyg.2022.893691
Sandra María Correia Loureiro, Jano Jiménez‐Barreto, Ricardo Godinho Bilro, Jaime Romero
(2023). Me and my AI: Exploring the effects of consumer self‐construal and AI‐based experience on avoiding similarity and willingness to pay. Wiley. https://doi.org/10.1002/mar.21913
Sean Sands, Colin Campbell, Kirk Plangger, Carla Ferraro (2022). Unreal influence: leveraging AI in influencer marketing. Emerald. https://doi.org/10.1108/ejm-12-2019-0949
Sodiq Odetunde Babatunde, Opeyemi Abayomi Odejide, Tolulope Esther Edunjobi, Damilola Oluwaseun Ogundipe (2024). THE ROLE OF AI IN MARKETING PERSONALIZATION: A THEORETICAL EXPLORATION OF CONSUMER ENGAGEMENT STRATEGIES.
Fair East Publishers. https://doi.org/10.51594/ijmer.v6i3.964
Van Kien Pham, Thuy Dung Pham Thi, Nam Tien Duong (2024). A Study on Information Search
Behavior Using AI-Powered Engines: Evidence From Chatbots on Online Shopping Platforms. SAGE Publications. https://doi.org/10.1177/21582440241300007
Waymond Rodgers, Tam Nguyen (2022). Advertising Benefits from Ethical Artificial Intelligence Algorithmic Purchase Decision Pathways. Springer Science and Business Media LLC. https://doi.org/10.1007/s10551-022-05048-7
Wenxin Wang, Chen Zhiguang, Jiwei Kuang (2025). Artificial Intelligence-Driven Recommendations and Functional Food Purchases: Understanding Consumer Decision-
Making. MDPI AG. https://doi.org/10.3390/foods14060976
Yan Xu, Huam Hon Tat, Abu Barkar Sade (2024). A Literature Analysis on the Relationship between
AI Influencers’ Perceived Credibility and Purchase Intention: Product-Endorser Fit with the Brand as a Moderator. Human Resources Management Academic Research Society
(HRMARS). https://doi.org/10.6007/ijarbss/v14-i3/21092
Yupeng Mou, Tianjie Xu, Yanghong Hu (2023). Uniqueness neglect on consumer resistance to AI.
Emerald. https://doi.org/10.1108/mip-11-2022-0505
Yupeng Mou, Yixuan Gong, Zhihua Ding (2024). Complement or substitute? A study of the impact of artificial intelligence on consumers’ resistance. Emerald. https://doi.org/10.1108/mip-04-
2023-0187 nan (2024). A Review Study on Impact of Artificial Intelligence on Marketing. Indospace Publications. https://doi.org/10.55041/ijsrem34027
Ștefana Pop, Corina Pelău, Ioana Ciofu, Giulia Kondort (2023). Factors Predicting Consumer-AI Interactions. Editura ASE. https://doi.org/10.24818/basiq/2023/09/068Ingriana, A. (2025). THE INFLUENCE OF E-TRUST ON CONSUMER PURCHASING BEHAVIOR IN E-COMMERCE. 1(3). https://journal.dinamikapublika.id/index.php/Jumder
Ingriana, A., Chondro, J., & Rolando, B. (2024). TRANSFORMASI DIGITAL MODEL BISNIS KREATIF: PERAN SENTRAL E-COMMERCE DAN INOVASI TEKNOLOGI DI INDONESIA (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/JUMDER
Ingriana, A., Gianina Prajitno, G., & Rolando, B. (2024). THE UTILIZATION OF AI AND BIG DATA TECHNOLOGY FOR OPTIMIZING DIGITAL MARKETING STRATEGIES (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/IJEBS
Judijanto, L., Rolando, B., & others. (2024). APPROACHES TO PERFORMANCE MANAGEMENT IN MODERN ORGANISATIONS. INTERNATIONAL JOURNAL OF FINANCIAL ECONOMICS, 1(3), 755–764.
Maha, V. A., Derian Hartono, S., Prajitno, G. G., & Hartanti, R. (2024). E-COMMERCE LOKAL VS GLOBAL: ANALISIS MODEL BISNIS DAN PREFERENSI KONSUMEN (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/Jumder
Mulyono, H., Hartanti, R., & Rolando, B. (2024). SUARA KONSUMEN DI ERA DIGITAL: BAGAIMANA REVIEW ONLINE MEMBENTUK PERILAKU KONSUMEN DIGITAL (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/JUMDER
Mulyono, H., Ingriana, A., & Hartanti, R. (2024). PERSUASIVE COMMUNICATION IN CONTEMPORARY MARKETING: EFFECTIVE APPROACHES AND BUSINESS RESULTS (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/IJEBS
Putri, L. W. B., & Setiawan, B. L. T. (2025). ANALYZING THE STRATEGIC CONTRIBUTION OF SOCIAL MEDIA INFLUENCERS TO E-COMMERCE MARKETING EFFECTIVENESS. 1(2). https://journal.dinamikapublika.id/index.php/Jumder
Rahardja, B. V., Rolando, B., Chondro, J., & Laurensia, M. (2024). MENDORONG PERTUMBUHAN E-COMMERCE: PENGARUH PEMASARAN MEDIA SOSIAL TERHADAP KINERJA PENJUALAN (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/JUMDER
Rolando, B. (2024). CULTURAL ADAPTATION AND AUTOMATED SYSTEMS IN E-COMMERCE COPYWRITING: OPTIMIZING CONVERSION RATES IN THE INDONESIAN MARKET (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/IJEBS
Rolando, B., Chandra, C. K., & Widjaja, A. F. (2025). TECHNOLOGICAL ADVANCEMENTS AS KEY DRIVERS IN THE TRANSFORMATION OF MODERN E-COMMERCE ECOSYSTEMS. 1(2). https://journal.dinamikapublika.id/index.php/Jumder
Rolando, B., & Ingriana, A. (2024). SUSTAINABLE BUSINESS MODELS IN THE GREEN ENERGY SECTOR: CREATING GREEN JOBS THROUGH RENEWABLE ENERGY TECHNOLOGY INNOVATION (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/IJEBS
Rolando, B., Mulyono, H., Hartanti, R., & Ingriana, A. I. (2024). Exploring The Theory Of Financial Innovation In The Context Of Industry 4.0. Management, Economics, Trade, and Accounting Journal (META-JOURNAL), 1(4), 147–158.
Rolando, B., & Sunara, N. T. (2024). Social Media Marketing’s Effect on Purchase Intentions for Puma: Mediation by Brand Image, Awareness, and Equity. Journal of Business and Economics Research (JBE), 5(3), 340–351.
Tan, D. M., & Alexia, K. R. (2025). THE INFLUENCE OF TIKTOK AFFILIATE CONTENT QUALITY AND CREDIBILITY ON PURCHASE DECISIONS VIA THE YELLOW BASKET FEATURE. 1(2). https://journal.dinamikapublika.id/index.php/Jumder
Tanuwijaya, M., Mulyono, H., Purnama, B., & Rolando, B. (2024). Pengaruh Kompensasi, Motivasi dan Disiplin Kerja Terhadap Kepuasan Kerja Karyawan. Journal of Trends Economics and Accounting Research, 4(4), 956–967.
Widjaja, A. F. (2025). FACTORS INFLUENCING PURCHASE INTENTION IN E-COMMERCE: AN ANALYSIS OF BRAND IMAGE, PRODUCT QUALITY, AND PRICE. 1(3). https://journal.dinamikapublika.id/index.php/Jumder
Wigayha, C. K., Rolando, B., & Wijaya, A. J. (2024). PELUANG BISNIS DALAM INDUSTRI HIJAU DAN ENERGI TERBARUKAN (Vol. 1, Issue 1). https://journal.dinamikapublika.id/index.php/Jumder
Wigayha, C. K., Rolando, B., & Wijaya, A. J. (2025). A DEMOGRAPHIC ANALYSIS OF CONSUMER BEHAVIORAL PATTERNS ON DIGITAL E-COMMERCE PLATFORMS. 1(2). https://journal.dinamikapublika.id/index.php/Jumder
Wijaya, F., Mulyono, H., Utami, F. N., & Rolando, B. (2024). Pengaruh Kualitas Pelayanan, Harga, dan Kepuasan Pelanggan Terhadap Loyalitas Pelanggan Motor. Journal of Trends Economics and Accounting Research, 4(4), 976–984.
Winata, V., & Arma, O. (2025). ANALYZING THE EFFECT OF E-WALLET USABILITY ON CUSTOMER RETENTION IN MOBILE PAYMENT APPS. 1(2). https://journal.dinamikapublika.id/index.php/Jumder
Zahran, A. M. (2025). THE IMPACT OF MARKETING STRATEGIES ON THE SUCCESS OF THE FAST FASHION INDUSTRY: A SYSTEMATIC REVIEW. 1(3). https://journal.dinamikapublika.id/index.php/Jumder