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Parasocial relationships with artificial intelligence (AI): A systematic review of benefits and risks
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A review by Hung et al. (2026) identified a pattern in which use can lead to emotional and behavioral dependency and the displacement of human relationships.
“On the other hand, they also identified a pattern in which use can lead to emotional and behavioral dependency and the displacement of human relationships.”
From How Do Fans Use AI Social Chatbots? A Multi-Method Exploration of Fan Accounts (2026) · cites this paper as Hung et al., 2026
A review by Hung et al. (2026) identified benefits of parasocial relationships with social chatbots, including emotional support and social needs, enjoyment, and community belonging and participation.
“A review by Hung et al. (2026) identified benefits of what they characterized as parasocial relationships with social chatbots, including emotional support and social needs, enjoyment, and community belonging and participation.”
From How Do Fans Use AI Social Chatbots? A Multi-Method Exploration of Fan Accounts (2026) · cites this paper as Hung et al., 2026
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Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414
Mass Communication and Para-Social Interaction
Horton, D., & Richard Wohl, R. (1956) · Psychiatry · doi:10.1080/00332747.1956.11023049 · Cited by 4,380
Machines and Mindlessness: Social Responses to Computers
Nass, C., & Moon, Y. (2000) · Journal of Social Issues · doi:10.1111/0022-4537.00153 · Cited by 4,022
Appelbaum, M., Cooper, H., Kline, R. B., Mayo-Wilson, E., Nezu, A. M., & Rao, S. M. (2018) · American Psychologist · doi:10.1037/amp0000191 · Cited by 1,449
On the Morality of Artificial Agents
Floridi, L., & Sanders, J. W. (2004) · Minds and Machines · doi:10.1023/b:mind.0000035461.63578.9d · Cited by 1,218
What Is Qualitative Research? An Overview and Guidelines
Lim, W. M. (2025) · Australasian Marketing Journal · doi:10.1177/14413582241264619 · Cited by 985
User Experiences of Social Support From Companion Chatbots in Everyday Contexts: Thematic Analysis
Ta, V., Griffith, C., Boatfield, C., Wang, X., Civitello, M., Bader, H., DeCero, E., & Loggarakis, A. (2020) · Journal of Medical Internet Research · doi:10.2196/16235 · Cited by 561
Exploring relationship development with social chatbots: A mixed-method study of replika
Pentina, I., Hancock, T., & Xie, T. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107600 · Cited by 522
Tsai, W.-H. S., Liu, Y., & Chuan, C.-H. (2021) · Journal of Research in Interactive Marketing · doi:10.1108/jrim-12-2019-0200 · Cited by 394
Parasocial relationships, social media, & well-being
Hoffner, C. A., & Bond, B. J. (2022) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2022.101306 · Cited by 254
Xie, T., & Pentina, I. (2022) · Proceedings of the Annual Hawaii International Conference on System Sciences · doi:10.24251/hicss.2022.258 · Cited by 219
Finding Love in Algorithms: Deciphering the Emotional Contexts of Close Encounters with AI Chatbots
Li, H., & Zhang, R. (2024) · doi:10.31219/osf.io/xd4k7 · Cited by 150
Zhang, R., Li, H., Meng, H., Zhan, J., Gan, H., & Lee, Y.-C. (2025) · Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713429 · Cited by 123
The impacts of companion AI on human relationships: risks, benefits, and design considerations
Malfacini, K. (2025) · AI & SOCIETY · doi:10.1007/s00146-025-02318-6 · Cited by 105
Why do people use ChatGPT? Exploring user motivations for generative conversational AI
Skjuve, M., Brandtzaeg, P. B., & Følstad, A. (2024) · First Monday · doi:10.5210/fm.v29i1.13541 · Cited by 95
Guingrich, R. E., & Graziano, M. S. A. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1322781 · Cited by 87
Potential and pitfalls of romantic Artificial Intelligence (AI) companions: A systematic review
Ho, J. Q. H., Hu, M., Chen, T. X., & Hartanto, A. (2025) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2025.100715 · Cited by 64
Self-citationDesirable or Distasteful? Exploring Uncertainty in Human-Chatbot Relationships
Pan, S., Cui, J., & Mou, Y. (2024) · International Journal of Human–Computer Interaction · doi:10.1080/10447318.2023.2256554 · Cited by 44
Zhang, K., Xie, Y., Chen, D., Ji, Z., & Wang, J. (2025) · BMC Psychology · doi:10.1186/s40359-025-03284-w · Cited by 38
Learning from Intelligent Social Agents as Social and Intellectual Mirrors
Maples, B., Pea, R. D., & Markowitz, D. (2023) · AI in Learning: Designing the Future · doi:10.1007/978-3-031-09687-7_5 · Cited by 15
Flagged first, then by citations
Research works printed but not linked: 75
- Alqasir, 2025, The relational shift: Why we need “AI Psychology” now as a core field, Journal of Psychology and AI, 1, 10.1080/29974100.2025.2573928 · DOI
- Andreotta, 2021, The hard problem of AI rights, AI & Society, 36, 19, 10.1007/s00146-020-00997-x · DOI
- Araujo, 2018, Living up to the chatbot hype: The influence of anthropomorphic design cues and communicative agency framing on conversational agent and company perceptions, Computers in Human Behavior, 85, 183, 10.1016/j.chb.2018.03.051 · DOI · Paper page
- Babu, 2025, Emotional AI and the rise of pseudo-intimacy: Are we trading authenticity for algorithmic affection?, Frontiers in Psychology, 16, 10.3389/fpsyg.2025.1679324 · DOI
- Banks, 2025, Conceptualization, operationalization and measurement of machine companionship: A scoping review, arXiv
- Bergner, 2023, Machine talk: How verbal embodiment in conversational AI shapes consumer–brand relationships, Journal of Consumer Research, 50, 742, 10.1093/jcr/ucad014 · DOI
- Boyd, 2026, Artificial intelligence and the psychology of human connection, Perspectives on Psychological Science, 21, 192, 10.1177/17456916251404394 · DOI
- Brandtzaeg, 2022, My AI friend: How users of a social chatbot understand their human–AI friendship, Human Communication Research, 48, 404, 10.1093/hcr/hqac008 · DOI · Paper page
- Brigham, 2026, Examining risks in the AI companion application ecosystem, arXiv
- Chaturvedi, 2023, Social companionship with artificial intelligence: Recent trends and future avenues, Technological Forecasting and Social Change, 193, 10.1016/j.techfore.2023.122634 · DOI · Paper page
- Chu, 2025, Illusions of intimacy: Emotional attachment and emerging psychological risks in human-AI relationships, arXiv
- Ciriello, 2024, Ethical tensions in Human-AI companionship: A dialectical inquiry into Replika, 10.24251/HICSS.2024.058 · DOI
- Croes, 2024, Digital confessions: The willingness to disclose intimate information to a chatbot and its impact on emotional well-being, Interacting with Computers, 36, 279, 10.1093/iwc/iwae016 · DOI
- De Freitas, 2024, AI companions reduce loneliness, Journal of Consumer Research
- Fang, 2025, How AI and human behaviors shape psychosocial effects of chatbot use: A longitudinal randomized controlled study, arXiv
- Formosa, 2025, Artificial intelligence (AI) and the relationship between agency, autonomy, and moral patiency, arXiv
- Franze, 2023, Social chatbot use (e.g., ChatGPT) among individuals with social deficits: Risks and opportunities, Journal of Behavioral Addictions, 12, 871, 10.1556/2006.2023.00057 · DOI
- Fu, 2025, Why do you engage the brand meta‐human in social media? The mixed method research on the mechanism of similarity effect on customer brand engagement, Journal of Consumer Behaviour, 24, 10.1002/cb.70014 · DOI
- Geiselmann, 2023, Interacting with agents without a mind: The case for artificial agents, Current Opinion in Behavioral Sciences, 51, 10.1016/j.cobeha.2023.101282 · DOI
- Goh, 2025, Generative artificial intelligence dependency: Scale development, validation, and its motivational, behavioral, and psychological correlates, Computers in Human Behavior Reports, 10.1016/j.chbr.2025.100845 · DOI
- Griffin, 2025, ‘Alexa, what do you mean to me?’: A scoping review and model of parasocial relationship formation with smart speakers, Behaviour & Information Technology, 10.1080/0144929X.2025.2492701 · DOI
- Han, 2018, Understanding adoption of intelligent personal assistants: A parasocial relationship perspective, Industrial Management & Data Systems, 118, 618, 10.1108/IMDS-05-2017-0214 · DOI
- Hargittai, 2018, Potential biases in big data: Omitted voices on social media, Social Science Computer Review, 38, 10, 10.1177/0894439318788322 · DOI
- Hartmann, 2011, Horton and Wohl revisited: Exploring viewers' experience of parasocial interaction, Journal of Communication, 61, 1104, 10.1111/j.1460-2466.2011.01595.x · DOI · Paper page
- Hu, 2025, AI as your ally: The effects of AI‐assisted venting on negative affect and perceived social support, Applied Psychology: Health and Well‐Being, 17
- Jain, 2024, Influencer marketing, narrative transportation, and consumer well-being: An exploration of how virtual influencers impact followers' well-being, International Journal of Consumer Studies, 48, 10.1111/ijcs.13105 · DOI
- Jang, 2025, Simulating conversations with nature: The effects of an environment-anthropomorphic chatbot on climate attitudes and intentions, Energy & Environment, 10.1177/0958305X251343056 · DOI
- Kang, 2025, Can fans build parasocial relationships through idols' simulated voice messages? A study of AI private call users' perceptions, cognitions, and behaviors, Proceedings of the ACM on Human-Computer Interaction, 9, 10.1145/3711111 · DOI · Paper page
- Kasturiratna, 2025, Attachment to artificial intelligence: Development of the AI attachment scale, construct validation, and the psychological mechanisms of human–AI attachment, Computers in Human Behavior Reports
- Ki, 2020, Can an intelligent personal assistant (IPA) be your friend? para-friendship development mechanism between IPAs and their users, Computers in Human Behavior, 111, 10.1016/j.chb.2020.106412 · DOI
- Lee, 2022, Do parasocial relationships and the quality of communication with AI shopping chatbots determine middle‐aged women consumers' continuance usage intentions?, Journal of Consumer Behaviour, 21, 842, 10.1002/cb.2043 · DOI
- Li, 2026, AI-Mediated intimacy: A media psychology analysis of young adults' emotional reliance on chatbots, SHS Web of Conferences, 228, 10.1051/shsconf/202622803004 · DOI
- Lim, 2023, “You are a virtual influencer!”: Understanding the impact of origin disclosure and emotional narratives on parasocial relationships and virtual influencer credibility, Computers in Human Behavior, 148
- Lin, 2024, ChatGPT addiction: A proposed phenomenon of dual parasocial interaction, Taiwanese Journal of Psychiatry, 38, 153, 10.4103/TPSY.TPSY_28_24 · DOI
- Liu, 2023, Virtual presence, real connections: Exploring the role of parasocial relationships in virtual idol fan community participation, Global Media and China
- Liu, 2025, Is interaction between human and artificial intelligence-driven agents (para)social? A scoping review, Cyberpsychology, Behavior, and Social Networking, 28, 551, 10.1089/cyber.2024.0532 · DOI · Paper page
- Liu, 2023, Virtual influencers as the next generation of influencer marketing: Identifying antecedents and consequences, Vol. 1, 23
- Lou, 2022, Authentically fake? How consumers respond to the influence of virtual influencers, Journal of Advertising
- Loveys, 2020, The effect of design features on relationship quality with embodied conversational agents: A systematic review, International Journal of Social Robotics, 12, 1293, 10.1007/s12369-020-00680-7 · DOI · Paper page
- Lu, 2025, Utilizing artificial intelligence to enhance social connections - The alleviating effect of emotionally intelligent chatbots on loneliness, Disability and Rehabilitation: Assistive Technology, 1
- Ma, 2025, Becoming human: How perceived anthropomorphism and authenticity influence romantic attractiveness of chat agents, International Journal of Human-Computer Interaction, 10.1080/10447318.2025.2481211 · DOI · Paper page
- Madsen, 2025, The chatbot that got away: Parasocial breakups in the ChatGPT-4o to GPT-5 shift, SSRN
- Malhotra, 2024, Emotional banking with a digital avatar: A PLS-SEM based study based on para-social relationship theory, Journal of Infrastructure, Policy and Development, 8, 4086, 10.24294/jipd.v8i6.4086 · DOI
- Meng, 2025, “Talk to me, i’m secure”: Investigating information disclosure to AI chatbots in the context of privacy calculus, Online Information Review, 49, 933, 10.1108/OIR-06-2024-0375 · DOI · Paper page
- Morgante, 2024, Is it possible for people to develop a sense of empathy toward humanoid robots and establish meaningful relationships with them?, Frontiers in Psychology, 15, 10.3389/fpsyg.2024.1391832 · DOI
- Muhmin, 2025, The dynamics of parasocial relationships in the age of social media: A systematic review and future research agenda, Journal of Business and Behavioural Entrepreneurship, 9, 1
- Na, 2024, Investigating the effect of self-congruity on attitudes toward virtual influencers: Mediating the effect of emotional attachment, International Journal of Human-Computer Interaction, 40, 5534, 10.1080/10447318.2023.2238365 · DOI
- Noor, 2022, Artificial intelligence service agents: Role of parasocial relationship, Journal of Computer Information Systems, 62, 1009, 10.1080/08874417.2021.1962213 · DOI
- Page, 2021, The PRISMA 2020 statement: An updated guideline for reporting systematic reviews, BMJ, 372, n71, 10.1136/bmj.n71 · DOI · Paper page
- Pan, 2024, Constructing the meaning of human–AI romantic relationships from the perspectives of users dating the social chatbot replika, Personal Relationships, 31, 10.1111/pere.12572 · DOI
- Pentina, 2023, Consumer–machine relationships in the age of artificial intelligence: Systematic literature review and research directions, Psychology and Marketing, 40, 1593, 10.1002/mar.21853 · DOI
- Qian, 2025, Mapping the parasocial AI market: User trends, engagement and risks, arXiv
- Ramya, 2025, The mediating role of parasocial relationship in customer services chatbots among millennials and Gen Z population, International Journal of Human-Computer Interaction, 41, 919, 10.1080/10447318.2024.2306438 · DOI
- Rehman, 2025, Attractiveness vs similarity: How attributes of AI-based virtual influencers impact credibility, parasocial interaction and purchase intentions of social-media users, Asia Pacific Journal of Marketing and Logistics
- ∗ Rehman, A., Kumar, S., Salam, M., & Virmani, N. (2025b). How does AI-powered virtual influencer’s anthropomorphism impact trust and brand love? The moderating role of opinion leadership. Technological Forecasting and Social Change, 219, Article 124198. 10.1016/j.techfore.2025.124198. · DOI
- Richter, 2025, Chatbots in tertiary education: Exploring the impact of warm and competent avatars on self-directed learning, British Journal of Educational Technology, 56, 2102, 10.1111/bjet.13610 · DOI
- Salvi, 2026, Commercial persuasion in AI-mediated conversations, arXiv
- Saracini, 2025, Techno-emotional projection in human-GenAI relationships: A psychological and ethical conceptual perspective, Frontiers in Psychology, 16, 10.3389/fpsyg.2025.1662206 · DOI
- Sarigul, 2024, Believe it or not? Investigating the credibility of voice assistants in the context of social roles and relationship types, International Journal of Human-Computer Interaction, 41, 6253, 10.1080/10447318.2024.2375797 · DOI
- Shukla, 2025, Assessing how the “Humanness” of smart voice assistants (SVAs) drives consumer satisfaction and purchase intent, Journal of Global Information Management, 33, 10.4018/JGIM.386018 · DOI
- Siemon, 2022, Why do we turn to virtual companions? A text mining analysis of replika reviews, AMCIS 2022 Proceedings, 10
- Skjuve, 2021, My chatbot companion - A study of human-chatbot relationships, International Journal of Human-Computer Studies, 149
- Smith, 2025, Can Generative AI chatbots emulate human connection? A relationship science perspective. Perspectives on psychological science, A Journal of the Association for Psychological Science, 20, 1081
- Song, 2023, Exploring user intent to imitate toward social avatars node based on social network theory, Journal of Electronic Commerce Research, 24
- Walpole, 2019, Including papers in languages other than English in systematic reviews: Important, feasible, yet often omitted, Journal of Clinical Epidemiology, 111, 127, 10.1016/j.jclinepi.2019.03.004 · DOI
- Wang, 2025, ‘My dataset of love’: A preliminary mixed-method exploration of Human-AI romantic relationships, Proceedings of the ACM on Human-Computer Interaction, 9, 1
- Weise, 2020, Assessing context suitability (generalizability, external validity, applicability or transferability) of findings in evidence syntheses in healthcare-An integrative review of methodological guidance, Research Synthesis Methods, 11, 760, 10.1002/jrsm.1453 · DOI
- Xie, 2024, Understanding anthropomorphic voice-AI chatbot continuance from a human-AI interaction perspective, Behaviour & Information Technology, 44, 2998, 10.1080/0144929X.2024.2427107 · DOI
- Yao, 2024, Virtual human influencers in live streaming commerce on social media platforms: Exploring parasocial interactions with consumers in China, SEARCH Journal of Media and Communication Research, 16, 47
- Yuan, 2025, Mental health impacts of AI companions: Triangulating social media quasi-experiments, user perspectives, and relational theory, arXiv
- Zhang, 2025, The rise of AI companions: How human-chatbot relationships influence well-being, arXiv
- Zhao, 2025, Romantic relationships with virtual agents and people's marriage intention in real life: An exploration of the mediation mechanisms, Archives of Sexual Behavior, 10.1007/s10508-025-03143-0 · DOI
- ∗ Rupprechter, N., & Dienlin, T.(2025). It’s her! Investigating relationship development with social AI chatbots. https://doi.org/10.31235/osf.io/xztrm_v1. · DOI
- ∗ Stara, V., Vera, B., Bolliger, D., Rossi, L., Felici, E., Di Rosa, M., de Jong, M., & Paolini, S. (2021b). Usability and acceptance of the embodied conversational agent Anne by people with Dementia and their caregivers: Exploratory study in home environment settings. JMIR mHealth and uHealth, 9(6), Article e25891. 10.2196/25891. · DOI
- ∗ Stara, V., Vera, B., Bolliger, D., Paolini, S., de Jong, M., Felici, E., Koenderink, S., Rossi, L., Von Doellen, V., & di Rosa, M. (2021a). Toward the integration of technology-based interventions in the care pathway for people with Dementia: A cross-national study. International Journal of Environmental Research and Public Health, 18(19), Article 10405. 10.3390/ijerph181910405. · DOI
Cited by
Sorted by citations
How Do Fans Use AI Social Chatbots? A Multi-Method Exploration of Fan Accounts
Lopez, S. C., & Taylor, L. D. (2026) · Behavioral Sciences · doi:10.3390/bs16091481
Me and My Bot: What Users Talk About in AI Companion Communities on Reddit
Fabes, R. A. (2026) · arXiv · doi:10.48550/arxiv.2608.00748
Metadata
- Authors
- Hung, J. W., Lee, C. K. Y., Kasturiratna, K. T. A. S., & Hartanto, A.
- Venue
- Computers in Human Behavior: Artificial Humans
- Publisher
- Elsevier BV
- Published
- 2026-05
- Volume
- 8
- Pages
- 100323
- ISSN
- 2949-8821
- Cited by
- 13
- References
- 20
- Language
- en
- Licence
- Funders
- Government of Singapore Ministry of Education
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