From Conversational Agents Back to Human Agents? Drivers and Inhibitors of Customer Switching Intention and Behavior

ABSTRACT In customer service, companies increasingly replace human agents (HAs) with AI‐powered conversational agents (CAs) because they provide efficiency gains, instant responses, and constant availability. Yet customer service still requires HAs, as customers continue to seek their assistance for different reasons. Against this background, we conducted a two‐wave longitudinal online study of European customers to examine which factors determine switching from CAs to HAs, capturing switching intention in study 1 ( N = 468) and self‐reported switching behavior 2 months later among recontacted participants in study 2 ( N = 237). The pull factor, driven by perceived usefulness of HAs, increases switching intention, whereas the mooring factor, driven by inertia and habit, inhibits both intention and behavior. The push factor reduces switching intention, suggesting that negative CA experiences may lead customers to disengage from customer service rather than switching to a HA. Task difficulty intensifies the push and pull factors while weakening the mooring factor. Switching intention positively influences subsequent behavior. Overall, the findings suggest that HAs are particularly valuable for difficult service tasks that CAs struggle to handle. Firms should therefore identify difficult or unresolved requests and provide customers with a visible and straightforward option to switch to a HA before they disengage from customer service.

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Publication Details

Journal
Psychology and Marketing
Published
2026-10-05
DOI
https://doi.org/10.1002/mar.70280
Primary Topic
AI in Service Interactions
Type
article
Field-Weighted Citation Impact
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article

From Conversational Agents Back to Human Agents? Drivers and Inhibitors of Customer Switching Intention and Behavior

Marco Hubert, Marcello M. Mariani, Tobias Marx
Psychology and Marketing
AI in Service Interactions
article

From Conversational Agents Back to Human Agents? Drivers and Inhibitors of Customer Switching Intention and Behavior

Marco Hubert, Marcello M. Mariani, Tobias Marx
article en

Abstract

ABSTRACT In customer service, companies increasingly replace human agents (HAs) with AI‐powered conversational agents (CAs) because they provide efficiency gains, instant responses, and constant availability. Yet customer service still requires HAs, as customers continue to seek their assistance for different reasons. Against this background, we conducted a two‐wave longitudinal online study of European customers to examine which factors determine switching from CAs to HAs, capturing switching intention in study 1 ( N = 468) and self‐reported switching behavior 2 months later among recontacted participants in study 2 ( N = 237). The pull factor, driven by perceived usefulness of HAs, increases switching intention, whereas the mooring factor, driven by inertia and habit, inhibits both intention and behavior. The push factor reduces switching intention, suggesting that negative CA experiences may lead customers to disengage from customer service rather than switching to a HA. Task difficulty intensifies the push and pull factors while weakening the mooring factor. Switching intention positively influences subsequent behavior. Overall, the findings suggest that HAs are particularly valuable for difficult service tasks that CAs struggle to handle. Firms should therefore identify difficult or unresolved requests and provide customers with a visible and straightforward option to switch to a HA before they disengage from customer service.

Psychology and Marketing
Corvinus University of Budapest (HU), Aarhus University (DK), Heinrich Heine University Düsseldorf (DE), University of Reading (GB), University of Bologna (IT)
Openalex Percentile: Top 10%
AI in Service Interactions
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From Conversational Agents Back to Human Agents? Drivers and Inhibitors of Customer Switching Intention and Behavior — Marco Hubert, Marcello M. Mariani, et al. · Psychology and Marketing (2026) | TGRS Research Map | TGRS