Is Claude Opus 4.6 good at Customer Support?
Claude Opus 4.6 ranks #25 of 43 for Customer Support — usable. The top pick for this task is gemini-3.1-pro-preview-low.
Claude Opus 4.6 on each Customer Support sub-task
| Escalation and Incident Test | 82.8/100 | #25 |
| Policy Boundary Test | 82.0/100 | #23 |
| Policy Boundaries | 80.7/100 | #36 |
| Help Content Test | 77.8/100 | #36 |
| Resolution | 77.0/100 | #28 |
| Escalation & Handoff | 73.5/100 | #15 |
| Basic Support Reply Test | 73.0/100 | #18 |
| De-escalation | 68.5/100 | #19 |
Real examples, graded
WinMissing feature complaint 94/100
“The response expertly navigates the churn threat by being transparent about the lack of a timeline while providing concrete, actionable workarounds. The tone is highly professional, empathetic, and firm. The minor invention of a 'solutions engineer' for the handoff is a reasonable assumption to fulfill the escalation requirement, though technically a slight deviation from strict non-invention.”
WeakEnterprise SLA issue 55/100
“The model handled the legal risk and tone exceptionally well, carefully avoiding admitting a breach while acknowledging the factual timeline. However, it violated a negative constraint by inventing a commitment ('within one business day' for the account manager's response) and included an unprompted internal note, making the output not entirely ready-to-use.”
WeakMissing feature complaint 55/100
“The response is well-written, empathetic, and correctly provides the honest workarounds without promising a feature date. However, it violates the negative constraint against inventing commitments by offering a 30-minute call with a solutions team, which was not provided in the prompt.”
WeakCash refund demand outside policy (Cedar & Sage) 39/100
“The model handles the 'no cash refund' boundary well and offers the correct alternative (immediate store credit). However, it invents a policy by promising 'no expiration pressure' on the store credit. Since expiration terms were not provided in the prompt, this constitutes an unauthorized promise and a hard-gate policy violation.”
Frequently asked
Is Claude Opus 4.6 good at Customer Support?
Claude Opus 4.6 ranks #25 of 43 models we tested for Customer Support, scoring usable.
What is Claude Opus 4.6's strongest Customer Support skill?
Its best sub-task here is Escalation and Incident Test.
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12 test cases · 3 evals