Agentic AI Transformation

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

Governance / Controls / L3

Audit logging and traceability

ML3 detail

Current metadata

T-shirt size

M

Recommended C-suite owner

CCO (with CISO)

Recommended operational owner

Head of Auditability / Logging Platform (GRC + Security Logging)

Parent Level 2

Controls

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2

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Auditability and evidencing

End-to-end audit logs

XL

Traceability for plans, tool calls, approvals, and outcomes across systems

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Identity and access

Privileged access management

L

Governance of any elevated access needed for agent actions

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Related Threads

Thread

Identity and access

3 Sub-Threads

Define and enforce precisely what agents can access and do across systems, data, and tools so autonomy is safe, least-privilege, and controllable at scale

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Thread

Auditability and evidencing

3 Sub-Threads

Capture end-to-end evidence of agent decisions and actions and automate reporting so the organisation can prove control effectiveness and investigate incidents

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