For SMB clients, the next agent pilot should prove that a defined task gets done at an acceptable cost. For conversational tutoring, pair review of learner questions with independent checks of understanding. Both services need a clear test of whether the help actually worked.
Accountable agent workflows, event-grounded memory, conversational tutoring and traceable learner-support alerts. Separate promising methods from demonstrated business or learning outcomes.