Improving Customer Feedback Management with GenAI - An Action Design Research Study

In this longitudinal action design research study, researchers accompanied a small service provider in the hospitality sector navigating AI-driven transformation. Over five distinct phases, the company progressively integrated AI tools – from sentiment analysis to generative language models – into its core processes, reshaping workflows and its business model. Drawing on the framework of dynamic capabilities, the study illustrates how the organization’s abilities to transform its business model enabled it to apply new technology while maintaining service quality. The paper abstracts the insights into five design principles for implementing GenAI in customer feedback management, emphasizing hybrid human-AI collaboration, robust quality control, and modular service structures.

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Publication Details

Journal
ScholarSpace (University of Hawaii at Manoa)
Published
2025-12-23
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
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article

Improving Customer Feedback Management with GenAI - An Action Design Research Study

Dzmitry Katsiuba, Mateusz Dolata, Kevin Crowston, Gerhard Schwabe
ScholarSpace (University of Hawaii at Manoa)
AI in Service Interactions
article

Improving Customer Feedback Management with GenAI - An Action Design Research Study

Dzmitry Katsiuba, Mateusz Dolata, Kevin Crowston, Gerhard Schwabe
article en

Abstract

In this longitudinal action design research study, researchers accompanied a small service provider in the hospitality sector navigating AI-driven transformation. Over five distinct phases, the company progressively integrated AI tools – from sentiment analysis to generative language models – into its core processes, reshaping workflows and its business model. Drawing on the framework of dynamic capabilities, the study illustrates how the organization’s abilities to transform its business model enabled it to apply new technology while maintaining service quality. The paper abstracts the insights into five design principles for implementing GenAI in customer feedback management, emphasizing hybrid human-AI collaboration, robust quality control, and modular service structures.

ScholarSpace (University of Hawaii at Manoa)
Industry, innovation and infrastructure
Openalex Percentile: Top 18%
AI in Service Interactions
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