Universities seek to build global competence, yet inequities in high-impact practices persist. AI-assisted analysis of 5,500 learning outcomes against the AAC&U Global Learning Rubric revealed strengths in knowledge application and gaps in self-awareness. Findings inform strategies for equitable, integrative pedagogy to support global citizenship.