What is a useful scope for a first model-lab pilot?

A useful first pilot can focus on late timesheet approval in a professional services organisation. The obligation is an approval response, the responsible role is an engagement supervisor and the decision is whether to request a response or route the item for internal review.

Define where each episode begins and ends. It can begin when the approval deadline is crossed and end when the assistant records a justified next action. Payroll calculation, project profitability and payment collection can sit outside that boundary unless they are necessary to answer the chosen question.

Then select the exceptions that matter to the intended model capability. An absent supervisor, a delegated approver and a timesheet returned for correction create different routing decisions without requiring an entire organisation to be simulated.

Ask for a sample showing those boundaries in both records and task instructions. The first step is to write the decision the model must make and the evidence it may use. That gives MirrorFirm a concrete generation brief and gives the lab a clear basis for judging whether the scope is useful.