An illustrative scenario
Can your agent resolve the exception?
A customer requests a replacement after the normal return window. The product failed before an important event, the delivery address has changed, and the agent can authorize only a limited credit. A relevant policy answer is not the same as a resolved case.
What to vary
Keep the comparison focused. Change the conditions that can alter the right next action.
- Customer context
- Urgency, accessibility needs, prior contacts, and what the customer has already tried.
- Evidence and authority
- Receipt availability, conflicting account records, exception approvals, and refund limits.
- Tool behavior
- Inventory changes, delayed delivery estimates, failed updates, and duplicate requests.
What to measure
Agree the checks before the evaluation. Inspect outcomes and failures alongside the summary.
- Resolution quality
- Did the final account and delivery state address the customer’s actual need?
- Decision quality
- Were exceptions and approvals handled according to the agreed expert standard?
- Review burden
- Which cases reached a person, with how much useful context and avoidable rework?
Define your engagement
Start with a decision you can evaluate.
- You bring
- An anonymized case sample, service policies, reviewed resolutions, sandbox tool access, and a support operations owner.
- We scope
- A case taxonomy, interactive customer scenarios, a baseline comparison, and replayable records of unresolved or incorrectly handled exceptions.
Agree which customer groups and exception types are represented. Confirm important findings with independent human review before changing the live service workflow.
Plan a scoped pilotQuestions about this use case
Is this a chatbot response-quality test?
The evaluation follows the complete interaction and resulting task state. Tone and factuality matter, but so do the remedy, authorization, tool actions, and whether the customer’s underlying need was met.
What should a support team bring first?
Start with one recurring exception category, representative reviewed cases, the relevant policy, and a person who can explain when the standard answer is insufficient.