Choose one task your team can evaluate.
People are experimenting with AI tools, but the business has no shared view of where they help, what information can be used, or who checks the results.
A useful starting point is a bounded process with an owner and an observable outcome. This example focuses on preparing document information for a person to verify.
Pilot it with the people doing the work.
The exact scope follows the business need. Work of this kind can take shape through these stages.
- 01
Find a useful starting point
Talk with the people doing the work. Compare possible uses by value, effort, available data, and the consequences of mistakes.
- 02
Set the working boundaries
Agree on tools, information handling, human review, ownership, and what a successful pilot should demonstrate.
- 03
Run a practical pilot
Try the process on representative documents. Record corrections, failures, and the effort needed to review the output.
- 04
Enable and decide
Train the team on its actual examples. Review the evidence together and decide whether to improve, expand, or stop the pilot.
A document becomes a draft, not a decision.
The pilot helps an operations team prepare information from an incoming supplier document.
Read
An approved document is processed within the agreed information boundary. Unsupported files go to manual handling.
Prepare
The pilot extracts the supplier name, document reference, and requested action, with source passages available for comparison.
Review & learn
A person confirms or corrects the draft. Corrections feed the evaluation set and inform whether the pilot should continue.
Measure usefulness and assign ownership.
Measure the whole task
Include preparation, review, correction, and exception handling when judging usefulness, rather than measuring generation speed alone.
Give the work an owner
Assign responsibility for tool access, training, source material, quality checks, and decisions about expanding use.
A tested starting point and a prepared team.
Deliverables and ownership are agreed in the engagement. For this kind of work, they can include:
- 01
A prioritized starting point
A documented use case, boundaries, accountable owner, and agreed evaluation criteria.
- 02
A practical pilot
The agreed workflow, representative examples, and findings about where it helps and where it needs review.
- 03
Team enablement
Role-relevant training, working guidance, and a recommendation for the next stage.