Internal AI Workbench

Internal-only Phase 5 P0 AI surfaces. Drafts and previews — frozen, not live answers.

Internal AI previewOwner

AI Workbench

Role-scoped internal draft and review tools. Owner users should treat this as secondary; primary owner AI lives in AI Insights, Management / Trust, and admissions intelligence.

Admin QA Preview

Human review required

Draft-only. Human review required before any downstream use.

Audit Review

Human review required

Metadata-safe review surface. Export and raw payloads remain blocked.