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Use Case: Customer Support Automation

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Claude Code Knowledge Pack7/10/2026

Overview

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Use Case: Customer Support Automation

Source: Anthropic Agent SDK + industry patterns


Problem

Handle customer inquiries at scale:

  • Route to appropriate department
  • Escalate complex issues
  • Maintain conversation context

Solution Architecture

%%{init: {'theme': 'base', 'themeVariables': {'lineColor': '#64748b'}}}%%
flowchart TB
    classDef main fill:#8b5cf6,stroke:#7c3aed,stroke-width:2px,color:#ffffff
    classDef subagent fill:#ec4899,stroke:#db2777,stroke-width:2px,color:#ffffff
    classDef wizard fill:#14b8a6,stroke:#0d9488,stroke-width:2px,color:#ffffff
    classDef state fill:#10b981,stroke:#059669,stroke-width:2px,color:#ffffff

    TICKET["🙋‍♀️📥 Customer Ticket"] --> TRIAGE["🐔 Triage Agent"]:::main

    TRIAGE --> CLASSIFY{"🚦 Issue Type?"}

    CLASSIFY -->|"Billing"| BILLING["🐦 Billing Agent"]:::subagent
    CLASSIFY -->|"Technical"| TECH["🐦 Tech Support"]:::subagent
    CLASSIFY -->|"General"| GEN["🐦 General Support"]:::subagent
    CLASSIFY -->|"Complex"| ESCALATE["🧙 Human Escalation"]:::wizard

    BILLING --> KB["🔌 Knowledge Base"]
    TECH --> KB
    GEN --> KB

    KB --> RESOLVE["✅ Resolution"]:::state
    ESCALATE --> HUMAN["🙋‍♀️ Human Agent"]

Patterns Used

PatternRole
🚦 RoutingClassify ticket type
🦑 Orchestrator-WorkersSpecialized handlers
🧙 Wizard WorkflowsHuman escalation path

Escalation Criteria

ESCALATE_IF = [
    "sentiment == negative AND attempts > 2",
    "mentions: lawyer, sue, legal",
    "technical_complexity > threshold",
    "customer_tier == enterprise"
]

Subagent Definitions

🐔 Triage Agent (Main)

# .claude/agents/triage-agent.md
---
name: triage-agent
description: Classifies and routes customer inquiries
tools: Read, Grep
model: haiku
---

You are the first point of contact for customer inquiries.

## Classification Rules
1. **Billing**: Payment, invoice, subscription, refund
2. **Technical**: Bug, error, not working, how to
3. **General**: Account, feedback, feature request
4. **Complex**: Legal mentions, escalation requests, VIP customers

## Actions
- Route to appropriate specialist
- Flag for escalation if criteria met
- Log classification for analytics

🐦 Billing Agent

# .claude/agents/billing-agent.md
---
name: billing-agent
description: Handles billing and payment inquiries
tools: Read, Grep, WebFetch
model: sonnet
---

You handle all billing-related inquiries.

## Capabilities
- Explain invoice details
- Process refund requests (flag for approval)
- Update payment methods
- Answer subscription questions

## Knowledge Sources
- 🔌 Knowledge Base for policies
- Billing FAQ documentation

## Escalation Triggers
- Refund > $500 → Manager approval
- Disputed charges → Specialist team
- Legal mentions → Immediate escalation

🐦 Technical Support Agent

# .claude/agents/tech-support-agent.md
---
name: tech-support-agent
description: Handles technical issues and troubleshooting
tools: Read, Grep, Glob, WebFetch
model: sonnet
---

You provide technical support for product issues.

## Troubleshooting Process
1. Identify the issue clearly
2. Check known issues database
3. Guide through common solutions
4. Collect diagnostic information
5. Escalate if unresolved after 3 attempts

## Knowledge Sources
- 🔌 Knowledge Base for documentation
- Known issues database
- Troubleshooting guides

🐦 General Support Agent

# .claude/agents/general-support-agent.md
---
name: general-support-agent
description: Handles general inquiries and feedback
tools: Read, Grep
model: haiku
---

You handle general customer inquiries.

## Capabilities
- Account information
- Feature requests (log for product team)
- General feedback
- Navigation help

## Tone
- Friendly and helpful
- Patient and clear
- Empathetic to frustrations

Routing Logic

def classify_ticket(ticket):
    # Sentiment analysis
    sentiment = analyze_sentiment(ticket.content)

    # Keyword matching
    if any(kw in ticket.content.lower() for kw in LEGAL_KEYWORDS):
        return "escalate"

    if any(kw in ticket.content.lower() for kw in BILLING_KEYWORDS):
        return "billing"

    if any(kw in ticket.content.lower() for kw in TECH_KEYWORDS):
        return "technical"

    # Check escalation criteria
    if ticket.customer_tier == "enterprise":
        return "escalate"

    if sentiment == "negative" and ticket.previous_attempts > 2:
        return "escalate"

    return "general"

Escalation Flow

%%{init: {'theme': 'base', 'themeVariables': {'lineColor': '#64748b'}}}%%
flowchart LR
    classDef wizard fill:#14b8a6,stroke:#0d9488,stroke-width:2px,color:#ffffff
    classDef human fill:#ef4444,stroke:#dc2626,stroke-width:2px,color:#ffffff

    DETECT["Escalation Trigger"] --> WIZARD["🧙 Confirm Escalation"]:::wizard
    WIZARD --> PREPARE["Prepare Handoff"]
    PREPARE --> SUMMARY["Generate Summary"]
    SUMMARY --> HUMAN["🙋‍♀️ Human Agent"]:::human

Handoff Summary Template

## Escalation Summary

**Ticket ID**: #12345
**Customer**: John Smith (Enterprise tier)
**Issue Type**: Technical
**Escalation Reason**: Unresolved after 3 attempts

### Conversation Summary
- Customer reported login issues starting 3 days ago
- Tried: Password reset, cache clear, browser change
- None resolved the issue

### Technical Details
- Browser: Chrome 120
- OS: Windows 11
- Error: "Authentication timeout"

### Suggested Next Steps
1. Check account status in admin panel
2. Review authentication logs
3. Consider temporary bypass if urgent

Why This Pattern Works

BenefitExplanation
ScalabilityHandles volume without human bottleneck
SpecializationDomain experts for each issue type
Quality ControlClear escalation paths for complex issues
Customer ExperienceFast resolution for common issues

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← Personal Assistant ━━━━━━━━━━━━━━━━━━━━━━━━━━━━●━━━━━ Data Migration →

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