AIQHigher education

Learning provenance: the missing layer in campus AI

Provenance turns AI-assisted work into evidence of judgment, originality, depth, verification, and growth—not just a polished final draft.

When students use AI, the artifact alone rarely shows how they thought. Learning provenance captures the reasoning path—prompts, revisions, verification—so faculty can coach process, not police tools.

From surveillance to signal

The goal is visibility into learning quality, not keystroke monitoring. AIQ dimensions translate provenance into a shared language campuses can use for readiness and hiring.

Related reading

View all articles