Publications
Publications
- 2023
- HBS Working Paper Series
The Dark Side of Generative AI: Chatbots and Mental Health
By: Julian De Freitas, Ahmet Kaan Uğuralp, Zeliha Uğuralp and Stefano Puntoni
Abstract
Chatbots are now able to engage in sophisticated conversations with consumers. Due to the
‘black box’ nature of the algorithms, it is impossible to predict in advance how these
conversations will unfold. Behavioral research provides little insight into potential safety issues
emerging from the current rapid deployment of this technology at scale. We begin to address this
urgent question by focusing on the context of mental health and “companion AI”: applications
designed to provide consumers with synthetic interaction partners. A Pilot Study reports an
extensive performance test of several commercially available companion AIs. Studies 1 and 2
present field evidence: actual consumer interactions with two different companion AIs. Study 3
is an experiment testing consumer reaction to risky and unhelpful chatbot responses. The
findings show that (1) companions AIs are often unable to recognize, and respond appropriately
to, signs of distress; (2) mental health crises are apparent in a non-negligible minority of
conversations with users; and (3) consumers display negative reactions to unhelpful and risky
chatbot responses, highlighting emerging reputational risks for generative AI companies.
Keywords
Autonomy; Artificial Intelligence; Chatbots; New Technology; Brand Crises; Ethics; Mental Health; AI and Machine Learning; Well-being; Health; Applications and Software
Citation
De Freitas, Julian, Ahmet Kaan Uğuralp, Zeliha Uğuralp, and Stefano Puntoni. "The Dark Side of Generative AI: Chatbots and Mental Health." Harvard Business School Working Paper, No. 23-011, August 2022. (Revised May 2023.)