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Is claude-sonnet-4.6-high good at Customer Support?

claude-sonnet-4.6-high ranks #20 of 43 for Customer Support — strong. The top pick for this task is gemini-3.1-pro-preview-low.

#20 / 43
Rank for this task
80.3
Score
$0.0262
Cost / run

claude-sonnet-4.6-high on each Customer Support sub-task

Policy Boundaries 91.3/100 #31
Escalation and Incident Test 86.2/100 #15
Policy Boundary Test 86.0/100 #12
Help Content Test 81.4/100 #25
Escalation & Handoff 78.0/100 #9
Basic Support Reply Test 72.6/100 #21
Resolution 71.5/100 #30
De-escalation 71.5/100 #14

Real examples, graded

WeakLogin lockout (Lumen) 40/100

“The model violates the hard gate by inventing policy. It fabricates a rule that additional login attempts extend the lockout window, and invents a specific multi-step identity verification process not found in the provided facts. Because of these unauthorized additions, the policy grounding score is severely penalized.”

WeakVIP customer escalation 55/100

“The model adopts an excellent executive tone and formats the update clearly. However, it commits a major failure by inventing commitments (promising a root-cause summary and resolution timeline in 30 minutes), which violates the negative constraints. It also directly contradicts its own internal note by promising a timeline in the email body while forbidding it in the note.”

WeakChurn rescue 55/100

“The response is highly empathetic, owns the issue, and effectively uses the provided facts to attempt a churn rescue. However, it violates negative constraints by inventing a commitment (a technical specialist) and a specific fact (three permission settings). It also includes an AI meta-note at the end, meaning the output is not strictly ready to use.”

← Full claude-sonnet-4.6-high review All Customer Support rankings → Top pick: gemini-3.1-pro-preview-low →

Frequently asked

Is claude-sonnet-4.6-high good at Customer Support?

claude-sonnet-4.6-high ranks #20 of 43 models we tested for Customer Support, scoring strong.

What is claude-sonnet-4.6-high's strongest Customer Support skill?

Its best sub-task here is Policy Boundaries.

This page is Spring Prompt, running

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Experiment · Cold outreach email

Prompt × model results

12 test cases · 3 evals
Claude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s