Start by supporting the employee
Safer first scenarios retrieve a document, summarise incoming material, classify a request or prepare a draft. Final administrative and management decisions remain with an authorised person.
This makes quality and workload measurable without delegating powers to a system lacking the necessary controls.
The data environment matters more than the interface
Before a pilot, define data classes, roles, processing location, logging and deletion rules. Open data, internal documents and personal information should not automatically share one environment.
- Legal and organisational basis for access
- Dataset owner
- Human verification
- Audit of actions and source versions
Scale through repeatable standards
After the pilot, record the integration pattern, evaluation format, roles and incident procedure. The next department should receive a validated launch method rather than a copied demonstration.
This builds institutional capability and reduces dependence on a single vendor or team.