Research insights · Companionship and attachment
Life after digital companionship: lessons from a four-week experiment
A four-week experiment with 981 participants detected no significant effects of assigned chat modes or topics. Greater voluntary use was associated with worse psychosocial outcomes, highlighting the need to distinguish experimental comparisons from behavioral associations.
A four-week randomized trial with 981 participants, not yet peer reviewed; the link between heavier use and loneliness comes from correlational analysis
Look beyond a single conversation
Digital wellbeing research concerns both immediate feelings and everyday life: handling difficulties, staying connected, and choosing when an interaction ends.
Fang and colleagues followed chatbot use over four weeks. Their experiment compared different arrangements for chatting, rather than AI use against a no-use condition. That distinction determines what its findings can establish.
What was compared?
The 981 participants were assigned to nine combinations of text, neutral voice, or expressive voice and open-ended, non-personal, or personal topics. They were asked to use the chatbot for at least five minutes daily. Surveys tracked loneliness, offline social interaction, emotional dependence, and problematic use.
The assigned conditions did not produce significant differences in these outcomes. This does not establish that all designs are equivalent; it describes what was detected under this study’s arrangements and measures.
Voluntary use is a different comparison
Participants who chose to use the chatbot more reported worse outcomes, including greater loneliness and dependence and less offline social interaction. Usage quantity was not randomly assigned, so these associations do not directly show that longer conversations caused deterioration.
For digital wellbeing, experimentally varied features and naturally developing habits provide different kinds of evidence. Both can matter, but they should be labeled clearly.
Evaluate a sustained support experience
Future studies can specify whether an experience aims to support emotional expression, help people organize a problem, or change a sustained outcome. Measures, comparisons, follow-up, and reporting of withdrawals can then match that question.
For an emotion-reflection feature, proposed outcomes might include clarity about feelings, a personally meaningful later action, and whether any change persists. These are research proposals, not effects established by this experiment.
Measure engagement and support separately
Duration and retention describe participation. Feeling understood describes an immediate experience. Offline connection and daily functioning concern wider outcomes. Considering them together may reveal increasing engagement alongside a growing burden.
A useful evaluation also allows for no improvement, no change, and experiences that prove unsuitable. The aims and reporting approach should be clear before results are known.
Scope and next questions
The study used a particular ChatGPT system, had no no-AI comparison group, and covered four weeks. This article uses the October 2025 revised preprint. OpenAI funding and author affiliations remain disclosed in the sources.
The next question is what forms of use can offer support, for whom, and in which circumstances. Greater willingness to chat should be examined alongside those outcomes.
Sources
- Fang, C. M., Liu, A. R., Danry, V., Lee, E., Chan, S. W. T., Pataranutaporn, P., Maes, P., Phang, J., Lampe, M., Ahmad, L., & Agarwal, S. How AI and Human Behaviors Shape Psychosocial Effects of Extended Chatbot Use: A Longitudinal Randomized Controlled Study. arXiv:2503.17473, 2025. link
- MIT Media Lab project page,link
- Zhang, Y. et al. Interaction with AI companions and psychological well-being. Nature Human Behaviour, 2026. DOI
Revised on 27 October 2026. The original article URL and study identity are retained. Multiple source links may describe different versions of the same study and do not count as independent evidence.
AI assistance and interests: Both language versions were revised with AI using the listed public research and existing site content. This site did not conduct the cited studies, hands-on product tests, or original interviews. Design and evaluation proposals remain unvalidated. The operator develops Luoboli Six Realms and provides Heart to Heart and Sleep. The cited research did not evaluate these products and does not establish their psychological support, sleep improvement, or treatment effects.
Luoboli · Investigating evidence and experience