Agentic AI Transformation

Executive-grade guidance for organisations that need to adopt agentic AI safely, calmly and at scale.

Governance / Controls / L3

Automated validation and testing

ML3 detail

Current metadata

T-shirt size

M

Recommended C-suite owner

CRO (with CIO)

Recommended operational owner

Head of AI Assurance / Testing and Validation

Parent Level 2

Controls

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DevSecOps and control gates

Controls embedded in CI/CD

XL

Build-and-release controls for agent bundles so changes are tested, approved, and traceable before production

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DevSecOps and control gates

Automated testing and validation

M

An evaluation capability that measures end-to-end agent behaviour, not only outputs

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DevSecOps and control gates

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Embed agentic AI assurance, approvals, and policy enforcement into the software delivery pipeline so changes to agent bundles are tested, governed, and safely deployed

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