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People readily follow personal advice from AI but it does not improve their well-being

Published: November 19, 2025 | arXiv ID: 2511.15352v2

By: Lennart Luettgau , Vanessa Cheung , Magda Dubois and more

Potential Business Impact:

People follow AI advice, but it doesn't boost happiness.

Business Areas:
Natural Language Processing Artificial Intelligence, Data and Analytics, Software

People increasingly seek personal advice from large language models (LLMs), yet whether humans follow their advice, and its consequences for their well-being, remains unknown. In a longitudinal randomised controlled trial with a representative UK sample (N = 2,302), 75% of participants who had a 20-minute discussion with GPT-4o about health, careers or relationships subsequently reported following its advice. Based on autograder evaluations of chat transcripts, LLM advice rarely violated safety best practice. When queried 2-3 weeks later, participants who had interacted with personalised AI (with access to detailed user information) followed its advice more often in the real world and reported higher well-being than those advised by non-personalised AI. However, while receiving personal advice from AI temporarily reduced well-being, no differential long-term effects compared to a control emerged. Our results suggest that humans readily follow LLM advice about personal issues but doing so shows no additional well-being benefit over casual conversations.

Page Count
51 pages

Category
Computer Science:
Human-Computer Interaction