AI Privacy Engineering Review
Trace personal data through your agent workflow. Examine collection, memory, retrieval, tool access and retention against your agreed requirements.
Govern
Make accountability part of the workflow.
Connect oversight, privacy, change control and value measurement to the people responsible for agentic systems.
Book a 30 minute readiness callAssign the decision as carefully as the task
- Business owner
- Defines acceptable use, operating impact and the reason to proceed.
- System and control owners
- Maintain evidence, access boundaries and change records.
- Risk and oversight roles
- Review material exceptions and route unresolved decisions.
Ways to approach the work
AI Governance Operating System
Make AI oversight part of daily operations. Connect inventories, accountable owners, change decisions and evidence into a workable governance process.
AI Impact Measurement Framework
Define what better should mean before scaling an agent. Connect quality, cost, adoption and business outcomes to a baseline your team can revisit.
Supporting capabilities
Agent identity, authorisation, and delegation
Define who an agent acts for, which permissions it receives and how authority ends.
AI governance and regulatory readiness
Connect inventory, accountability, oversight and evidence to AI operating decisions.
Privacy engineering for AI systems
Examine data flows, retention, access boundaries and privacy requirements in context.
Measuring AI impact
Define baselines and measures that connect workflow behaviour to business value.
A little more clarity
Questions worth asking.
Start with the questions that shape a better decision.
Who owns the decision?
Connect oversight, privacy, change control and value measurement to the people responsible for agentic systems.
How is the engagement scope agreed?
Start with one workflow, its accountable owner and the decision that needs evidence. Agree inputs, boundaries, deliverables and acceptance criteria before work begins.
Can a project involve more than one service?
Yes. A release question may involve evaluation, security and governance together. The scope should connect these disciplines to one decision and avoid duplicating work.
Who owns the decision?
Bring the workflow, the constraints and the evidence you already have.