This study investigates the determinants of AI adoption in higher education institutions in Malaysia and Indonesia using an integrated analytical framework that combines behavioral, institutional, and training-related factors. A quantitative cross-sectional survey was conducted in 2025, yielding 748 valid responses from academic staff and students (response rate: 34%). The analysis employed logistic regression, ordinal regression, structural path modeling, heatmap segmentation, and machine learn