Optional AI Usage Statement

AI tools may support ideation, document drafting, analysis, and operational acceleration across internal and client-facing workflows.

Human oversight remains central to review, quality control, and final decision making.

We assess AI usage carefully and avoid sharing confidential client information with tools that are not approved for that purpose.

Where AI is used in delivery, controls are applied to protect privacy, security, and contractual obligations.

Responsibility for deliverables always remains with XRM Solutions UK and assigned delivery professionals.

AI outputs are treated as assistive inputs, not final outputs, unless reviewed and approved by a qualified reviewer.