How should a lab choose the boundary of its first review pilot?

Start by naming the decision the model should learn to make. In a supplier account review, that might be whether the existing service arrangement can continue under the supplied procedure. Define the review subject, responsible role, available evidence and permitted outcomes before choosing document volume or environment complexity.

Then identify the neighbouring processes needed to make that decision credible. A review may need read access to dispute records without requiring a complete dispute-resolution simulation. A referral can be represented as an accepted handover if the pilot does not include the receiving team's subsequent work.

These boundaries determine what a result means. Success inside a bounded review task does not establish that the model can operate the entire supplier relationship or judge policies that were never supplied.

A buyer can ask MirrorFirm to propose a generated sample around this decision boundary, with included dependencies and exclusions stated explicitly. The useful first step is to agree what evidence would convince the lab that the model handled the review correctly, then build the pilot around that observable behaviour.