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Artificial intelligence in live streaming: How can virtual streamers bring more sales?

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  • Chang, Yaping
  • Wang, Han
  • Guo, Zhenjiang

Abstract

Virtual streamers are gaining traction in the thriving live streaming commerce with the support of artificial intelligence technology. While virtual streamers have excellent interactive capabilities, effectively leveraging them to enhance sales remains a significant challenge for companies. This research analyzes 1,960,444 real live streaming comments from 30 brands and conducts three experimental studies and half-structured interviews for this dilemma. The findings reveal that consumers exhibit a higher tendency to seek promotional information (vs. product information) when engaging with virtual streamers (vs. human streamers). This unique shopping mentality is mediated by consumers' motivation inference about the company. Consequently, aligning virtual streamers with promotional products and human streamers with new products can be beneficial in driving sales by catering to diverse consumer information preferences. These findings provide valuable insights into effectively adopting virtual streamers, optimizing recommendation strategies, and understanding consumers' subjective perceptions.

Suggested Citation

  • Chang, Yaping & Wang, Han & Guo, Zhenjiang, 2025. "Artificial intelligence in live streaming: How can virtual streamers bring more sales?," Journal of Retailing and Consumer Services, Elsevier, vol. 84(C).
  • Handle: RePEc:eee:joreco:v:84:y:2025:i:c:s0969698925000268
    DOI: 10.1016/j.jretconser.2025.104247
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    as
    1. Zeynep Arsel & Darren DahlEditor & Eileen FischerEditor & Gita JoharEditor & Vicki MorwitzEditor, 2017. "Asking Questions with Reflexive Focus: A Tutorial on Designing and Conducting Interviews," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 44(4), pages 939-948.
    2. Tian, Yu & Frank, Björn, 2024. "Optimizing live streaming features to enhance customer immersion and engagement: A comparative study of live streaming genres in China," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    3. Chen, Xiayu & Shen, Junya & Wei, Shaobo, 2023. "What reduces product uncertainty in live streaming e-commerce? From a signal consistency perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
    4. Bolton, Lisa E & Warlop, Luk & Alba, Joseph W, 2003. "Consumer Perceptions of Price (Un)Fairness," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 29(4), pages 474-491, March.
    5. Sinha, Somesh Kumar & Verma, Priyanka, 2020. "Impact of sales Promotion's benefits on perceived value: Does product category moderate the results?," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
    6. Guo, Yuanyuan & Zhang, Kexin & Wang, Chaoyou, 2022. "Way to success: Understanding top streamer's popularity and influence from the perspective of source characteristics," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    7. Xueming Luo & Siliang Tong & Zheng Fang & Zhe Qu, 2019. "Frontiers: Machines vs. Humans: The Impact of Artificial Intelligence Chatbot Disclosure on Customer Purchases," Marketing Science, INFORMS, vol. 38(6), pages 937-947, November.
    8. Gao, Wei & Jiang, Ning & Guo, Qingqing, 2023. "How do virtual streamers affect purchase intention in the live streaming context? A presence perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    9. Burman, Bidisha & Verma, Swati & Guha, Abhijit & Srivastava, Joydeep & Biswas, Abhijit, 2024. "Can a price discount Backfire? effects of the juxtaposition of Add-On fees and price discounts on consumer evaluations," Journal of Business Research, Elsevier, vol. 172(C).
    10. Noah Castelo & Johannes Boegershausen & Christian Hildebrand & Alexander P Henkel & June Cotte & Klaus Wertenbroch, 2023. "Understanding and Improving Consumer Reactions to Service Bots," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 50(4), pages 848-863.
    11. Zhang, Yihan & Li, Kai & Qian, Chen & Li, Xiaotong & Yuan, Qinjian, 2024. "How real-time interaction and sentiment influence online sales? Understanding the role of live streaming danmaku," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    12. Khogali, Hisham O. & Mekid, Samir, 2023. "The blended future of automation and AI: Examining some long-term societal and ethical impact features," Technology in Society, Elsevier, vol. 73(C).
    13. Carlson, Jeffrey R. & Kukar-Kinney, Monika, 2018. "Investigating discounting of discounts in an online context: The mediating effect of discount credibility and moderating effect of online daily deal promotions," Journal of Retailing and Consumer Services, Elsevier, vol. 41(C), pages 153-160.
    14. Yao, Ruiqi & Qi, Guijie & Wu, Zhiqiang & Sun, Hua & Sheng, Dongfang, 2024. "Digital human calls you dear: How do customers respond to virtual streamers’ social-oriented language in e-commerce livestreaming? A stereotyping perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    15. Alford, Bruce L. & Biswas, Abhijit, 2002. "The effects of discount level, price consciousness and sale proneness on consumers' price perception and behavioral intention," Journal of Business Research, Elsevier, vol. 55(9), pages 775-783, September.
    16. Du, Shuili & Xie, Chunyan, 2021. "Paradoxes of artificial intelligence in consumer markets: Ethical challenges and opportunities," Journal of Business Research, Elsevier, vol. 129(C), pages 961-974.
    17. Thomas Davenport & Abhijit Guha & Dhruv Grewal & Timna Bressgott, 2020. "How artificial intelligence will change the future of marketing," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 24-42, January.
    18. Eugene W. Anderson & Mary W. Sullivan, 1993. "The Antecedents and Consequences of Customer Satisfaction for Firms," Marketing Science, INFORMS, vol. 12(2), pages 125-143.
    19. Hu, Hai-hua & Ma, Fang, 2023. "Human-like bots are not humans: The weakness of sensory language for virtual streamers in livestream commerce," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    20. Li, You & Li, Xiaolin & Cai, Jiali, 2021. "How attachment affects user stickiness on live streaming platforms: A socio-technical approach perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    21. Tran, Anh D. & Pallant, Jason I. & Johnson, Lester W., 2021. "Exploring the impact of chatbots on consumer sentiment and expectations in retail," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    22. Zhou, Ying & Huang, Wenmin, 2023. "The influence of network anchor traits on shopping intentions in a live streaming marketing context: The mediating role of value perception and the moderating role of consumer involvement," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 332-342.
    23. Zhang, Yanfen & Xu, Qi, 2024. "Consumer engagement in live streaming commerce: Value co-creation and incentive mechanisms," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    24. Luo, Lijuan & Xu, Meiling & Zheng, Yujie, 2024. "Informative or affective? Exploring the effects of streamers’ topic types on user engagement in live streaming commerce," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    25. Yuping Liu-Thompkins & Shintaro Okazaki & Hairong Li, 2022. "Artificial empathy in marketing interactions: Bridging the human-AI gap in affective and social customer experience," Journal of the Academy of Marketing Science, Springer, vol. 50(6), pages 1198-1218, November.
    26. Youngsoo Kim & Ramayya Krishnan, 2015. "On Product-Level Uncertainty and Online Purchase Behavior: An Empirical Analysis," Management Science, INFORMS, vol. 61(10), pages 2449-2467, October.
    27. Xie, Jifei & Wu, Haoyu & Liu, Kexi & Cui, Yunce & Zhang, Xiaofei, 2024. "Is virtual streamer useful? Effect of streamer type on consumer brand forgiveness when streamers make inappropriate remarks," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    28. Xiaowei Ji, 2024. "Influence of Virtual Live Streamers’ Credibility on Online Sales Performance," SAGE Open, , vol. 14(3), pages 21582440241, August.
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