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Public use of a generalist LLM chatbot for health queries
Medicine and HealthNature Health

Public use of a generalist LLM chatbot for health queries

B. Costa-gomes, P. Tolmachev, et al.

Nearly 500,000 health conversations with Microsoft Copilot reveal what people ask conversational AI: symptom checks, condition discussions, treatments, caregiving for others, healthcare navigation, and clear device/time patterns (mobile for personal concerns, desktop for professional work). Evening and nighttime spikes highlight unmet after-hours needs and platform-specific safety implications. Research was conducted by Authors present in <Authors> tag.... show more
Abstract
Here we analyse over 500,000 de-identified health-related conversations with Microsoft Copilot from January 2026 to characterize what people ask conversational artificial intelligence (AI) about health. We apply a hierarchical intent taxonomy of 12 primary categories using privacy-preserving large language model-based classification validated against expert human annotation and use topic clustering for prevalent themes within each intent. We then characterize the intents and topics behind health queries, identify who they are about, and analyse how usage varies by device and time of day. Nearly one in five conversations involves personal symptom assessment or condition discussion, and the dominant general information category is also concentrated on specific treatments and conditions, suggesting that this is a lower bound on personal health intent. One in seven of these personal health queries concerns someone other than the user, suggesting that conversational AI can also be a caregiving tool. Personal queries increase markedly in the evening and nighttime hours, when traditional healthcare is most limited. Usage diverges sharply by device: mobile concentrates on personal health concerns, while desktop is dominated by professional and academic work. A substantial share of queries focuses on navigating healthcare systems. These patterns have direct implications for platform-specific design, safety considerations and the responsible development of health AI.
Publisher
Nature Health
Published On
Apr 16, 2026
Authors
Beatriz Costa-Gomes, Pavel Tolmachev, Eloise Taysom, Viknesh Sounderajah, Hannah Richardson, Philipp Schoenegger, Xiaoxuan Liu, Matthew M. Nour, Seth Spielman, Samuel F. Way, Yash Shah, Michael Bhaskar, Harsha Nori, Christopher Kelly, Peter Hames, Bay Gross, Mustafa Suleyman, Dominic King
Tags
conversational AIhealth queriessymptom assessmentcaregivingdevice-specific usagehealthcare navigationtime-of-day patterns
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