University information is often spread across thousands of webpages, academic catalogs, handbooks, PDF documents, departmental portals, policies, learning systems, and service platforms. Prospective students ask repetitive questions about programs, application requirements, tuition, financial aid, scholarships, deadlines, housing, and campus life. Current students need quick guidance on registration, academic calendars, student