JOURNAL ARTICLE
How AI Helps Scale Qualitative Customer Research.
Published In: Harvard Business Review Digital Articles, 2026. P. 1 1 of 3
Database: Business Source Ultimate 2 of 3
Authored By: Korst, Jeremy; Puntoni, Stefano; Toubia, Olivier 3 of 3
Abstract
The article focuses on how generative AI, particularly large language model (LLM)-based AI moderators, is transforming qualitative customer research by enabling companies to conduct in-depth interviews at scale and speed previously unattainable with traditional methods. AI moderation blends the depth of qualitative insights with the breadth of quantitative data, allowing richer, faster, and more cost-effective customer understanding across diverse contexts, including sensitive topics and hard-to-reach populations. Examples from companies like Microsoft, Sweetgreen, Unilever, and Doximity illustrate AI’s ability to capture nuanced customer perspectives, observe behaviors, and facilitate participation where human interviewers face limitations. While AI moderation expands qualitative research opportunities, the article notes it complements rather than replaces human-led methods and highlights the ongoing need for validation and integration with emerging tools like synthetic personas and digital twins. [Extracted from the article]
Additional Information
- Source:Harvard Business Review Digital Articles. 2026/04, p1
- Document Type:Article
- Subject Area:Marketing
- Publication Date:2026
- Accession Number:192933042
- Copyright Statement:Copyright 2026 Harvard Business Publishing. All Rights Reserved. Additional restrictions may apply including the use of this content as assigned course material. Please consult your institution's librarian about any restrictions that might apply under the license with your institution. For more information and teaching resources from Harvard Business Publishing including Harvard Business School Cases, eLearning products, and business simulations please visit hbsp.harvard.edu. (Copyright applies to all Abstracts.)
Looking to go deeper into this topic? Look for more articles on EBSCOhost.