Give ownership to one accountable operator？

A lot of firms treat AI adoption like a side quest. That is a mistake, and where specialized AI Governance & Risk Advisory becomes critical.

Claude's Team and Enterprise plans are already structured around centralized administration. Team includes centralized admin and billing, SSO, JIT provisioning, and role-based permissioning. Enterprise adds more security and compliance controls such as audit logs and SCIM, and Anthropic's enterprise configuration guidance says Team and Enterprise admins can control Claude Desktop through system policies deployed through MDM tools like Jamf, Kandji, Intune, or Group Policy. read

That means the organizational pattern is obvious:

one accountable owner,
one policy surface,
one approved stack,
one escalation path.

It does not have to be a huge team. It does have to be somebody's actual job.

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