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.



