AI in higher education in 2026 has moved past the "ChatGPT in the classroom" debate into three workflows where it's measurably working: admissions intake (Georgia State's Pounce chatbot cut summer melt from 19% to 9%), student success conversations (Harvard's CS50 Duck and ASU's ChatGPT Edu rollout to 100,000+ users), and alumni feedback at scale.