The evidence layer
Good assessment produces evidence about learners, curriculum, faculty practice, and institutional readiness. AI can help structure that evidence only when the workflow is designed for it.
Assessment intelligence
Assessment as Intelligence Infrastructure
When assessment captures evidence and feeds improvement, it becomes infrastructure for institutional learning.
Assessment is one of the highest-leverage places to turn AI from a tool into an institutional intelligence capability.
assessmentrubricsevidence systems
From grading to feedback loops
AI-native assessment shifts attention from one-time grading toward richer feedback, rubric evolution, and longitudinal capability maps.
Governance by design
Assessment intelligence must include transparent criteria, human review, privacy boundaries, and documented improvement pathways.
Related content
Continue the thread.
Framework
Assessment Intelligence Framework
A model for redesigning assessment as evidence infrastructure for AI-native institutions.
Program
Resonance with AI
Resonance with AI enables faculty and universities to redesign learning and research with AI-native methods.
Insight
AI-Native Capability Building
Capability building should create repeatable intelligence behaviors, not only awareness of AI features.
Strategic engagement