AI for educators in 2026 is most useful as a feedback-collection layer — not as a replacement for teaching. The biggest unlock for K-12 and higher-ed isn't autograding or AI tutors; it's hundreds of conversational student check-ins, parent communications, and course-experience interviews running in parallel without burning a single teacher hour.