The deepest engagement came from the students we worried we'd miss.
Students who used Ardvarq most heavily during the pilot had cumulative GPAs below the institutional average, more turns per session, and a higher return rate. Traditional advising is built around students who walk into an office. Conversational tools appear to reach the ones who don't.