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ProblemPublished recordBusinessProblem Space

Chatbot or Human? Rethinking Complaint Handling in Customer Service

Truvace record
TRV-2026-2609raw data (JSON)
Version
v1Published
First published
Evidence type
Controlled or validated comparison
Sources
1 sourcePeer-reviewed
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ABSTRACT AI chatbots face major challenges in managing emotionally charged customer complaints. While they offer scalability, speed, and unlimited availability, they are perceived to be impersonal, particularly in service recovery situations that require empathy. This research examines when and how consumers accept chatbots in complaint‐handling contexts and how specific design attributes influence that acceptance. Across four pre‐registered studies conducted with student, professional, and online (Prolific) con…

The problem

In a study of 200 university participants, consumers preferred human agents to resolve complaints even after a chatbot had successfully resolved their issue.

What this doesn’t fix

The studies used samples of university students, professionals and online consumers, ranging from 75 to 300 participants, and tested preferences in experimental settings rather than real company complaint systems.

Sources

1 on file
  1. Peer-reviewed2026-06-12

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v1

Truvace Impact Record TRV-2026-2609, v1: “Chatbot or Human? Rethinking Complaint Handling in Customer Service.” Truvace, 2026-11-12. /record/TRV-2026-2609 (accessed on the day you copy it). sha256 a9f080e03c44ce9e…

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1 version

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  1. Publishedv1a9f080e03c44…

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