Education Pilots — Reduce Classroom Friction

Anonymous student input → neutralized → routed to faculty/admin → visible actions (“You Said → We Did™”) ⟲

Use: new student onboarding, LMS/app rollout, community space operations
Metrics: response rate, actionability, time-to-fix, trust score
Trust: anonymous capture; no impact on grades or evaluations
Impact: improved adoption of tools, smoother onboarding, and reduced classroom friction