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Role Architecture Follows Risk Architecture
AI security roles should be derived from system exposure, required functions, ownership, team structure, tooling, and evidence obligations.
July 20, 2026Open
Add selected Workbench capabilities through bounded OEM and partner integrations
Finding
Some organizations are too small to hire the unicorn role the market has priced, but too exposed to defer AI security entirely.
Finding
Mid-market organizations are too exposed to wait and too small to hire the role the market invented.
Connected intelligence
AI security roles should be derived from system exposure, required functions, ownership, team structure, tooling, and evidence obligations.
What companies really mean by AI Security Engineer and why the operating model is lagging the technology.