Study examine perceived control's effect on users' acceptance intention toward AI services, indicating its psychological significance.
With the rapid diffusion of artificial intelligence (AI) in the service sector, users' acceptance of AI-enabled services has become an important issue for successful deployment. Drawing on control-related and appraisal-based perspectives, the present research examined whether perceived control is associated with acceptance intention toward AI-enabled services, whether AI anxiety may represent one emotional pathway underlying this relationship, and whether robot role may serve as a boundary condition. Across three scenario-based experiments with college student participants (Study 1: N = 190; Study 2: N = 280; Study 3: N = 360), Study 1 showed that higher perceived control was associated with stronger acceptance intention. Study 2 replicated this relationship and found that AI anxiety partially accounted for the relationship between perceived control and acceptance intention. Study 3 provided preliminary evidence that robot role may moderate this relationship, with the association between perceived control and acceptance intention appearing relatively stronger in the companion-type robot condition than in the tutor-type robot condition. These findings suggest that perceived control may be a relevant psychological factor in AI-enabled service acceptance and highlight the roles of users' emotional responses and role expectations in AI-enabled service interactions.
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Li et al. (2026) studied this question.
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