IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v200y2024ics0040162523007989.html

Intelligent influencer marketing: how AI-powered virtual influencers outperform human influencers

Author

Listed:
  • Allal-Chérif, Oihab
  • Puertas, Rosa
  • Carracedo, Patricia

Abstract

Is it already the end of the influencers' era? More specifically the human influencers' era? Indeed, AI-powered digital avatars called “virtual influencers” are replacing them as marketing influence partners with the biggest brands, such as Prada, Gucci, and Louis Vuitton. By this choice, they avoid associating their business with the names of influencers who could have a very bad reputation overnight. This research aims to understand the incredible popularity of certain virtual influencers among consumers as well as their limits. This article explores this emerging phenomenon using a mixed qualitative methodology combining three retail case studies in Brazil and 16 experts open-ended interviews with. The results show that: (1) not being human is advantageous to virtual influencers; (2) their story is more important than their appearance in creating engagement; (3) they contribute to improve digital marketing campaigns; and (4) they seem more authentic than human influencers.

Suggested Citation

  • Allal-Chérif, Oihab & Puertas, Rosa & Carracedo, Patricia, 2024. "Intelligent influencer marketing: how AI-powered virtual influencers outperform human influencers," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
  • Handle: RePEc:eee:tefoso:v:200:y:2024:i:c:s0040162523007989
    DOI: 10.1016/j.techfore.2023.123113
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162523007989
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2023.123113?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Reinikainen, Hanna & Tan, Teck Ming & Luoma-aho, Vilma & Salo, Jari, 2021. "Making and breaking relationships on social media: the impacts of brand and influencer betrayals," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    2. Pantano, Eleonora & Pedeliento, Giuseppe & Christodoulides, George, 2022. "A strategic framework for technological innovations in support of the customer experience: A focus on luxury retailers," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    3. Patricia Baudier & Elodie de Boissieu & Marie-Hélène Duchemin, 2023. "Source Credibility and Emotions generated by Robot and Human Influencers: The perception of luxury brand representatives," Post-Print hal-04314434, HAL.
    4. Mostaghel, Rana & Oghazi, Pejvak & Parida, Vinit & Sohrabpour, Vahid, 2022. "Digitalization driven retail business model innovation: Evaluation of past and avenues for future research trends," Journal of Business Research, Elsevier, vol. 146(C), pages 134-145.
    5. Harrison, Robert L., 2013. "Using mixed methods designs in the Journal of Business Research, 1990–2010," Journal of Business Research, Elsevier, vol. 66(11), pages 2153-2162.
    6. Kim, Do Yuon & Kim, Hye-Young, 2021. "Trust me, trust me not: A nuanced view of influencer marketing on social media," Journal of Business Research, Elsevier, vol. 134(C), pages 223-232.
    7. W. Batat, 2022. "Why Is the Traditional Marketing Mix Dead? Towards the ``Experiential Marketing Mix'' (7E), a Strategic Framework for Business Experience Design in the Phygital Age," Post-Print hal-04445032, HAL.
    8. Audrezet, Alice & de Kerviler, Gwarlann & Guidry Moulard, Julie, 2020. "Authenticity under threat: When social media influencers need to go beyond self-presentation," Journal of Business Research, Elsevier, vol. 117(C), pages 557-569.
    9. Yoong Ruey Yap & Nurlida Ismail, 2022. "Factors of virtual influencer marketing influencing Generation Y consumers' purchase intention in Malaysia," International Journal of Internet Marketing and Advertising, Inderscience Enterprises Ltd, vol. 17(3/4), pages 437-458.
    10. Baabdullah, Abdullah M. & Alalwan, Ali Abdallah & Algharabat, Raed S. & Metri, Bhimaraya & Rana, Nripendra P., 2022. "Virtual agents and flow experience: An empirical examination of AI-powered chatbots," Technological Forecasting and Social Change, Elsevier, vol. 181(C).
    11. Cuntz, Alexander & Bergquist, Kyle, 2022. "Exclusive content and platform competition in Latin America," Information Economics and Policy, Elsevier, vol. 60(C).
    12. Allal-Chérif, Oihab & Yela Aránega, Alba & Castaño Sánchez, Rafael, 2021. "Intelligent recruitment: How to identify, select, and retain talents from around the world using artificial intelligence," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    13. Namhyun Um, 2023. "Predictors Affecting Effects of Virtual Influencer Advertising among College Students," Sustainability, MDPI, vol. 15(8), pages 1-14, April.
    14. Yuen, Kum Fai & Chua, Jessana & Li, Kevin X. & Wang, Xueqin, 2022. "Consumer's adoption of virtual reality technologies for marine conservation: Motivational and technology acceptance perspectives," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    15. Mustak, Mekhail & Salminen, Joni & Mäntymäki, Matti & Rahman, Arafat & Dwivedi, Yogesh K., 2023. "Deepfakes: Deceptions, mitigations, and opportunities," Journal of Business Research, Elsevier, vol. 154(C).
    16. Allal-Chérif, Oihab & Guaita-Martínez, José Manuel & Montesinos Sansaloni, Eduard, 2024. "Sustainable esports entrepreneurs in emerging countries: Audacity, resourcefulness, innovation, transmission, and resilience in adversity," Journal of Business Research, Elsevier, vol. 171(C).
    17. Sands, Sean & Ferraro, Carla & Demsar, Vlad & Chandler, Garreth, 2022. "False idols: Unpacking the opportunities and challenges of falsity in the context of virtual influencers," Business Horizons, Elsevier, vol. 65(6), pages 777-788.
    18. Baudier, Patricia & de Boissieu, Elodie & Duchemin, Marie-Hélène, 2023. "Source Credibility and Emotions generated by Robot and Human Influencers: The perception of luxury brand representatives," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
    19. Nisreen Ameen & Ali Tarhini & Alexander Reppel & Amitabh Anand, 2021. "Customer experiences in the age of artificial intelligence," Post-Print halshs-03045430, HAL.
    20. Abdel-Basset, Mohamed & Chang, Victor & Nabeeh, Nada A., 2021. "An intelligent framework using disruptive technologies for COVID-19 analysis," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    21. Deng, Fengyi & Jiang, Xia, 2023. "Effects of human versus virtual human influencers on the appearance anxiety of social media users," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    22. Suen, Hung-Yue & Hung, Kuo-En, 2024. "Revealing the influence of AI and its interfaces on job candidates' honest and deceptive impression management in asynchronous video interviews," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    23. Karim Ben Slimane & Belinda Kintu & Karim Ben-Slimane, 2020. "Companies responses to scandal backlash caused by social media influencers," Post-Print hal-02946476, HAL.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Dong, Xuebing & Wang, Biao & Fan, Xiucheng & Deng, Nianqi, 2026. "“Manipulated virtual influencers (VIs)†: The impact of VI post customization level on consumers’ willingness to engage in VI marketing campaigns," Journal of Retailing and Consumer Services, Elsevier, vol. 88(C).
    2. Ankit Kumar Sinha & Subhro Sarkar, 2025. "Tracing the trajectory of avatar marketing: An academic exploration through bibliometric analysis and the six-markets stakeholder model," Electronic Markets, Springer;IIM University of St. Gallen, vol. 35(1), pages 1-25, December.
    3. Zhang, Wen Qi & Zhu, Dong Hong, 2025. "I’m “KFC”: How brand-exclusive digital human influences brand intimacy," Journal of Business Research, Elsevier, vol. 197(C).
    4. Theo Notteboom & Sedat Baştuğ & Fevzi Bitiktaş & Ercan Akan & Funda A. Yercan, 2024. "Influencer marketing in B2B services: a holistic approach for the container shipping industry," Maritime Economics & Logistics, Palgrave Macmillan;International Association of Maritime Economists (IAME), vol. 26(4), pages 545-571, December.
    5. Rizzo, Cristian & Baima, Gabriele & Janovská, Kamila & Bresciani, Stefano, 2025. "Navigating the uncertainty path of virtual influencers: Empirical evidence through a cultural lens," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
    6. Fayyaz, Muhammad Shahzeb & Abbasi, Amir Zaib & Kumar, Sanjeev & Qureshi, Ammar & Hussain, Khalil & Muhammad, Lakhi, 2025. "Integrating digital influencer persuasion model and theory of planned behavior: The mediating role of consumer involvement in endorsed brands," Journal of Retailing and Consumer Services, Elsevier, vol. 85(C).
    7. Deng, Guangkuan & Kang, Jiayi & He, Lijuan & Xu, Ying, 2025. "Endorsing alone or with humans: Investigating the impact of virtual influencers’ presentation formats on endorsement effectiveness," Journal of Retailing and Consumer Services, Elsevier, vol. 84(C).
    8. Li, Sihong & Chen, Jinglong, 2024. "Virtual human on social media: Text mining and sentiment analysis," Technology in Society, Elsevier, vol. 78(C).
    9. Song, Jiehang & Zheng, Chundong & Lv, Xiarong & Font, Xavier, 2025. "The endorsement effectiveness of virtual influencers in nonprofit fundraising: The role of appearance and voice pitch," Technological Forecasting and Social Change, Elsevier, vol. 219(C).
    10. Yao, Ruiqi & Qi, Guijie & Sun, Hua & Sheng, Dongfang, 2025. "A double-edged sword: Exploring the effectiveness of expressed subjectivity in virtual influencer endorsements," Journal of Retailing and Consumer Services, Elsevier, vol. 87(C).
    11. Anna Mazurkiewicz-Pizlo, 2025. "Virtual Influencers (VIs) As Marketing Communication Tools," European Research Studies Journal, European Research Studies Journal, vol. 0(1), pages 472-492.
    12. Guo, Zhiwei & Yang, Hongtao & Yang, Wang, 2025. "A new social media programme for brands? A study of the relationship between virtual influencers and brand followers," Journal of Retailing and Consumer Services, Elsevier, vol. 84(C).
    13. Liu, Fanjue, 2026. "Who and how to pair with a virtual influencer? The impact of co-endorser type, perceived distance, and gender congruence on consumer responses in virtual influencer collaborations," Journal of Retailing and Consumer Services, Elsevier, vol. 89(PA).
    14. Zhang, Ke & Sun, Xinru & Li, Gang, 2025. "Virtual influencer and cultural heritage destination: Endorsement effectiveness of virtual versus human influencers," Annals of Tourism Research, Elsevier, vol. 110(C).
    15. Rehman, Anisur & Kumar, Sushant & Salam, Muhammad Asif & Virmani, Naveen, 2025. "How does AI-powered virtual influencer's anthropomorphism impact trust and brand love? The moderating role of opinion leadership," Technological Forecasting and Social Change, Elsevier, vol. 219(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rizzo, Cristian & Baima, Gabriele & Janovská, Kamila & Bresciani, Stefano, 2025. "Navigating the uncertainty path of virtual influencers: Empirical evidence through a cultural lens," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
    2. De Cicco, Roberta & Iacobucci, Serena & Cannito, Loreta & Onesti, Gianni & Ceccato, Irene & Palumbo, Riccardo, 2024. "Virtual vs. human influencer: Effects on users’ perceptions and brand outcomes," Technology in Society, Elsevier, vol. 77(C).
    3. You, Leping & Liu, Fanjue, 2024. "From virtual voices to real impact: Authenticity, altruism, and egoism in social advocacy by human and virtual influencers," Technological Forecasting and Social Change, Elsevier, vol. 207(C).
    4. P. Pushparaj & Bijay Prasad Kushwaha & Sanjeev Prashar, 2025. "A systematic literature review of virtual influencers in marketing using bibliometric analysis," International Review on Public and Nonprofit Marketing, Springer;International Association of Public and Non-Profit Marketing, vol. 22(3), pages 631-662, September.
    5. Koles, Bernadett & Audrezet, Alice & Moulard, Julie Guidry & Ameen, Nisreen & McKenna, Brad, 2024. "The authentic virtual influencer: Authenticity manifestations in the metaverse," Journal of Business Research, Elsevier, vol. 170(C).
    6. Liyanaarachchi, Gajendra & Mifsud, Matthieu & Viglia, Giampaolo, 2024. "Virtual influencers and data privacy: Introducing the multi-privacy paradox," Journal of Business Research, Elsevier, vol. 176(C).
    7. Sindhwani, Rahul & Pereira, Vijay & Sampat, Brinda & Shankar, Amit & Nigam, Achint & Salwan, Prashant, 2025. "Exploring barriers to social robot adoption: A mixed-method study in the Indian retail sector," Technological Forecasting and Social Change, Elsevier, vol. 212(C).
    8. Jiang, Kan & Zheng, Junyuan & Luo, Shaohua, 2024. "Green power of virtual influencer: The role of virtual influencer image, emotional appeal, and product involvement," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    9. Li, Sihong & Chen, Jinglong, 2024. "Virtual human on social media: Text mining and sentiment analysis," Technology in Society, Elsevier, vol. 78(C).
    10. Kim, Inhwa & Ki, Chung-Wha & Lee, Hyunhwan & Kim, Youn-Kyung, 2024. "Virtual influencer marketing: Evaluating the influence of virtual influencers’ form realism and behavioral realism on consumer ambivalence and marketing performance," Journal of Business Research, Elsevier, vol. 176(C).
    11. Joel-Edgar, Sian & Chowdhury, Soumyadeb & Nagy, Peter & Ren, Shuang, 2025. "Virtual influencers in social media versus the metaverse: Mind Perception, blame judgements and brand trust," Journal of Business Research, Elsevier, vol. 189(C).
    12. Dabiran, Ehsan & Farivar, Samira & Wang, Fang & Grant, Gerald, 2024. "Virtually human: anthropomorphism in virtual influencer marketing," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    13. Katie L. Leggett & Minna Lammi & Juri Mykkänen, 2026. "The virtualisation of the influencer economy: Development of a conceptual model," Electronic Markets, Springer;IIM University of St. Gallen, vol. 36(1), pages 1-19, December.
    14. Akhtar, Naeem & Hameed, Zahid & Islam, Tahir & Pant, Manoj Kumar & Sharma, Anshuman & Rather, Raouf Ahmad & Kuzior, Aleksandra, 2024. "Avatars of influence: Understanding how virtual influencers trigger consumer engagement on online booking platforms," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    15. Fayyaz, Muhammad Shahzeb & Abbasi, Amir Zaib & Kumar, Sanjeev & Qureshi, Ammar & Hussain, Khalil & Muhammad, Lakhi, 2025. "Integrating digital influencer persuasion model and theory of planned behavior: The mediating role of consumer involvement in endorsed brands," Journal of Retailing and Consumer Services, Elsevier, vol. 85(C).
    16. Zhou, Qi & Li, Bin & Li, Huajun & Lei, Yueqiu, 2024. "Mere copycat? The effects of human versus human-like virtual influencers on brand endorsement effectiveness: A moderated serial-mediation model," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    17. Wang, Bin & Han, Yao & Kandampully, Jay & Lu, Xiaoli, 2025. "How language arousal affects purchase intentions in online retailing? The role of virtual versus human influencers, language typicality, and trust," Journal of Retailing and Consumer Services, Elsevier, vol. 82(C).
    18. Hoffmann, Stefan & Lasarov, Wassili & Dwivedi, Yogesh K., 2024. "AI-empowered scale development: Testing the potential of ChatGPT," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
    19. Koivunen, Kati & Haanpää, Milka Aino Annikki & Saraniemi, Saila, 2025. "“The emergence of cause-oriented influencers – conceptualizing de-influencing on TikTok”," Journal of Business Research, Elsevier, vol. 197(C).
    20. Ko, Chaeeun & Baek, Hyunmi, 2026. "Effects of emotional expression on user engagement in virtual influencers’ Instagram posts: A comparative analysis with human influencers," Journal of Retailing and Consumer Services, Elsevier, vol. 88(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:200:y:2024:i:c:s0040162523007989. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.