Org‑level usage, spend, and model governance dashboards are limited.
SSO, SCIM, audit logs, residency, and admin controls.
Usage, spend, and governance metrics per team.
Lack of granular content controls, redaction, and export governance.
Need org‑level controls over which models are used.