“Every cohort is slightly different depending on which TA or section lead they get.”
“We need a clear answer to ‘what AI is your program using’ before we can deploy anything.”
“We survey learners after the program, but by then it's too late to act on the feedback.”
Faculty / instructor
Program team (admin)
Exact dashboards and integrations (SSO/LMS) depend on pilot scope and institutional requirements.
We can align on governance requirements, cohort structure, and what metrics you can and cannot publish.