Enterprise AI Governance Requires Ordered Decisions, Not Just Gateway Features

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A gateway alone does not amount to enterprise AI governance, since it only centralizes whatever assumptions already exist across applications. The article argues that governance must be built as a sequence of decisions running from organizational intent down to runtime actions. Controls such as virtual keys, RBAC, access profiles, lifecycle management, and MCP tool policy each address a real problem but are insufficient on their own. The author stresses that authentication should not be mistaken for authorization, since knowing who a user is says nothing about what they may change or do. Designing around these decisions first, then mapping them to enforcing mechanisms, is presented as the sound approach.

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