Impact Framework
How districts measure AI governance outcomes — the metrics that actually matter for teachers, students, and compliance teams.
What We Measure
AI governance only matters if you can prove it’s working. Beni’s impact framework covers the four outcome areas districts ask about most — teacher adoption, policy compliance, student AI literacy, and safety — with the metrics, sources, and reporting cadence behind each.
Teacher Adoption Rate
Percentage of teachers actively using Beni's Teacher Controls to manage AI access in their classrooms within the first semester.
Policy Compliance Rate
Percentage of AI interactions that comply with the district's policy cards. Measures whether governance actually runs in practice.
Student AI Literacy Growth
Pre/post assessment of student understanding of responsible AI use, measured through Neuro Cards engagement and literacy benchmarks.
Time to Governance
How quickly a district goes from zero AI policy to running, enforceable governance. Beni aims to compress this from months to weeks.