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March 21, 2026Computers in Human Behavior Reports2 citationsOpen Access

How AI-Driven Chatbots Shape Customer Satisfaction and Loyalty to Chatbot Usage in Digital Service Experience

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PRPaulo RitaCVCeleste VongCCCátia Correia

Key Points

  • This research aims to explore the relationship between AI-driven chatbots and customer satisfaction, loyalty, and purchasing intentions in digital services.
  • Conducted a survey with 282 respondents
  • Analyzed data using Partial Least Squares Structural Equation Modeling (PLS-SEM)
  • Identified key chatbot attributes influencing satisfaction
  • Information quality significantly enhances customer satisfaction.
  • Problem-solving capability is a strong driver of customer satisfaction.
  • Understanding of humanness positively influences satisfaction.
  • Certain attributes like perceived contingency and response humanness do not impact satisfaction.

Abstract

This research investigates the impact of AI-driven chatbots on customer satisfaction, loyalty to chatbot usage, and purchasing intentions in digital service environments. While chatbots enhance efficiency and provide 24/7 availability, their ability to meet consumer expectations and drive engagement remains a topic of debate. Drawing on a survey of 282 respondents and analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM), this study identifies the chatbot attributes that drive customer satisfaction. The results reveal that information quality, problem-solving capability, and understanding of humanness significantly enhance satisfaction. In contrast, perceived contingency, response humanness, and anthropomorphic cues have no impact on satisfaction, underscoring the importance of designing chatbots that excel in providing accurate information and resolving customer issues efficiently. These insights contribute to a deeper understanding of how AI technologies can be leveraged to meet consumers' evolving needs in digital environments.

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Cite This Study

Rita et al. (2026) studied this question.

synapsesocial.com/papers/69be38da6e48c4981c67989dhttps://doi.org/10.1016/j.chbr.2026.101017
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

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  5. 5Enhancing Customer Experience Through <scp>AI</scp> ‐Powered Marketing: How <scp>AI</scp> ‐Driven Chatbots Impact User Engagement, Satisfaction and Purchase Retention?2026