This chapter presents the analysis and empirical results from experiments and surveys designed to test the proposed hypotheses on user-AI interactions. The analyses include manipulation checks, reliability and validity assessments, ANOVA, and regression. The following sections will present the details of the data assessment, hypothesis tests, and key findings for different studies, including recommendation type, AI communication styles, AI humanity, and GAI humor.