... assembly tasks. ANOVA and PROCESS-based mediation and moderation analyses were used to test the proposed hypotheses. Findings The results demonstrate a serial mediation effect: chatbot guidance reduces consumers' perceived meaningfulness, which diminishes brand intimacy and, subsequently, service...