Evidence architecture
Assessment artifacts should be structured so they can support feedback, moderation, curriculum insight, and governance review.
Assessment framework
Assessment intelligence connects learner evidence to curriculum improvement, faculty judgment, and institutional strategy.
A model for redesigning assessment as evidence infrastructure for AI-native institutions.
Assessment artifacts should be structured so they can support feedback, moderation, curriculum insight, and governance review.
AI assists with pattern recognition, feedback drafting, rubric stress testing, and signal extraction while preserving faculty judgment.
The institution gains a reusable evidence base for capability maps, improvement cycles, and accountable AI use.
Related content
Insight
Assessment is one of the highest-leverage places to turn AI from a tool into an institutional intelligence capability.
Insight
An LMS can host learning activity, but it does not automatically create institutional learning.
Program
Resonance with AI enables faculty and universities to redesign learning and research with AI-native methods.
Strategic engagement