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AI tools are easy to buy. An operating AI workforce is harder.

A model is not a workforce.

A production system needs identity, knowledge, tools, workflow, governance and specialist depth.

Identity & role

Knowledge & evidence

Tools & connectors

Workflow & handoff

Governance

Specialist depth

Organisation

AI workforce

Missions

Connectors

Human control