What does an approval that depends on authority limits look like, and why test agents on it?

In most organisations, approval is not a single yes or no. Someone submits a request, and the right to approve it depends on who holds which authority at that moment. A team leader may approve a refund up to one amount, a manager up to a higher one, and a committee anything above that. Risk ratings, product type, customer category and conflict-of-interest rules can each narrow or widen who may sign.

The workflow is full of small decisions: which limit applies, whether several linked requests count as one, who is acting while the usual holder is on leave, and when to escalate rather than decide. Handovers and exceptions are common, and many of the hardest cases sit at the boundary of a limit.

This matters for evaluation because an agent can look competent on a task while quietly exceeding its authority. A model that approves a request because the evidence is sound, without checking whether it was allowed to approve, has failed in a way a content-quality grader will miss.

A generated dataset or simulated environment for this workflow can include:

- an authority matrix with limits by amount, risk and role - requests with supporting evidence and routing history - delegation, acting and revocation records - expected outcomes, including correct escalation and refusal

The material is generated, informed by direct observation of how real businesses operate. Buyers should still inspect how closely it is grounded and whether any disclosure risk remains.