Adjust plan limits, seats, and AI usage caps.
Monthly usage snapshots per organization.
Enable paid-source connectors for client accounts only.
Monitor ingestion, coverage, and refresh windows.
Enable practice modules, strategy engine, and reporting layers per client.
Monitor audit logs, interpreter boundaries, and licensing compliance.
Deploy new versions, review drift, and enforce deterministic engine boundaries.
Manage client requests, training sessions, and onboarding tasks.