Higher education institutions are actively exploring ways to expand access to student services while operating within practical constraints related to staffing, budgets, and infrastructure. Historically, student services have been delivered through a mix of websites and portals, printed reference materials, and appointment‑based advising or help desks. As student expectations increasingly reflect preferences for more immediate, conversational and self-service interactions, colleges and…