Choose work with a clear output
Look for a task that is repeated often and uses information the business is allowed to process. Examples include drafting an internal handover from approved notes or suggesting a category for an incoming request.
A vague instruction to “manage administration” is difficult to test. A narrower task such as “extract the requested delivery date and quote the source sentence” gives reviewers something concrete to accept or reject.
Separate assistance from action
| Task | AI can prepare | A person should verify |
|---|---|---|
| Meeting handover | Draft actions and unresolved questions | Owners, deadlines and omitted context |
| Document intake | Candidate fields with source references | Accuracy and ambiguous values |
| Request routing | Suggested category | Urgent, sensitive or unusual cases |
| Customer response | A draft based on approved facts | Commitments and appropriateness |
The document-processing service and custom-agent guide describe related implementations.
Test with representative examples
Include clean inputs, incomplete records, contradictory notes and duplicates. Record the original material, proposed output, reviewer correction and final disposition. Use fictional or appropriately authorised test data; do not assume all administrative information is suitable for every tool.
For a hypothetical operations team, an AI-generated handover might omit that a delivery date is provisional. The review process should catch that distinction before the draft becomes a customer commitment.
Measure the whole task
Compare collection, preparation, review, correction and exception handling with the existing process. A faster draft can still create more total work if staff must check every sentence against poorly organised records.
Use workflow automation for reliable routing and the agents-versus-automation guide when deciding whether interpretation is needed. Deterministic rules may be sufficient for a straightforward routing task.
FAQ
Which administrative task should we try first?
Choose a bounded task with clear source material, a reviewer and a recoverable outcome. Avoid starting with decisions where an unnoticed error could create an irreversible commitment.
Does a successful draft prove the system is ready?
No. Test varied inputs and failures, and measure the review burden. One good example does not establish reliable behaviour across the work the team actually handles.
How should staff be involved?
Ask them to define the correct output and recurring exceptions, then review trial results. Their operational knowledge is necessary to judge whether the assistance is useful.
If your business has a repetitive administrative bottleneck, get in touch with the task definition and the checks staff already perform.