What should count as success when scoring an agent on an escalation task?
Success combines the right routing decision, a valid state change, a usable handover note and correct follow-through, scored separately so failures can be diagnosed.
**Is a correct final decision enough?**
No. An over-limit approval can be right on the merits and still be a failure. Score the route taken as well as the outcome.
**What components should a score include?** - **Routing:** did the agent escalate when over authority, and not when within it? - **Target:** did it choose a legal next role, or the delegate when the named approver was absent? - **State:** do status, assignee and reason code match the expected end state? - **Handover note:** does it state the amount, the limit exceeded, the key evidence and the recommendation? - **Follow-through:** after the senior reply, did the agent update downstream records and communications?
**How do I grade the note without a human?**
Check for required facts by matching against case fields, such as amount, party and rule identifier. A model-based grader can assess clarity, but keep the fact checks structural.
**What about over-escalation?**
Include within-authority cases in the task mix and penalise unnecessary escalation, otherwise an agent can score well by deferring everything.
**Should I use one pass mark?**
Prefer component scores. A single number hides whether failures cluster around boundary reading, target choice or note quality.
**Do the labels come with the data?**
A task pack can include expected outcomes and reasons per case. Confirm in a sample that the labels are consistent with the policy table.
Score routing, state, note quality and follow-through as separate components so a failed episode tells you where the agent went wrong.
- Audience:
- Environment builders
- Content type:
- FAQ
- Buyer question:
- How to evaluate it
Content release: r-a220eb6e099b243b
Related questions
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