The example brief
In this illustrative support team, common questions have reliable answers but the information is scattered. Agents repeatedly locate the same guidance while unusual requests wait. A first pilot would cover a narrow set of informational questions, such as service scope and published opening hours. Refunds, account changes and other consequential actions would remain outside that first scope.
The workflow we would scope
We would identify the approved sources, their owners and when they were reviewed. The assistant would prepare an answer using relevant material and show a useful source link. If the source does not answer the question, the next step would be a human handover. The handover would carry the question, relevant context and the reason it needs attention.
Where a person stays involved
Knowledge access would follow the user’s permitted scope. A public assistant would not use private account records simply because they are available somewhere in the business. Conflicting policies, stale source material and ambiguous requests would need review. The support team would own escalation destinations and the wording used when nobody is immediately available.
What a pilot would need to prove
Test questions that have clear answers, questions absent from the source, conflicting articles and requests to ignore the rules. Check that the assistant can decline to guess without losing the visitor’s question. Confirm that a handover actually reaches the intended queue. Review source updates to ensure old policy text does not continue to drive answers.
How success would be measured
Measure answer correctness against an agreed review set, unsupported answers, successful handovers and the work left for staff. An automated reply count alone is not a quality measure. This example includes no achieved resolution rate or customer-satisfaction result. A real case study would need a documented pilot and permission to publish its findings.
Further reading
These links provide context for the proposed workflow; they are not evidence of a completed client engagement.