Security and data governance are delivery requirements
AI delivery changes how data, access, and decisions move through an organisation. We treat that as an engineering and governance concern from discovery through deployment.
Scope data and access before automation
For each workflow, define the data categories, systems, actors, and approved actions. Access should be limited to what a component needs for its task, and consequential actions should have an explicit approval or exception path.
Design for EU-resident operations
Deployment choices are assessed against data-residency and processor requirements. Production workloads are planned for EU regions, and the processor and integration record is part of the delivery documentation rather than a post-launch afterthought.
Keep people in the decision loop
Automation is not permission to remove judgment. We identify decisions that require review, the logs needed to investigate an outcome, and the conditions that should stop or escalate a workflow. The resulting controls are specific to the use case.
Verify controls with the operating team
Controls only help when the people responsible for the process can use them. During delivery, teams should walk through normal work, expected exceptions, and a deliberately wrong or incomplete input. That exercise clarifies alert ownership, response time, rollback options, and the evidence retained for later review. The aim is not a generic security checklist; it is an operationally credible control set for a defined workflow.
Document the boundary, then revisit it
Security decisions should be understandable after the original project team has moved on. A concise delivery record can state the intended use, permitted inputs and actions, integration permissions, human approval points, and the conditions that trigger an incident response. When a workflow changes materially, that record should be reviewed with the same discipline as the original design. This makes governance a maintained engineering practice rather than a one-time sign-off.