Escalation Criteria & Patterns

Escalation criteria define when an AI agent should hand off to a human or take alternative action instead of proceeding autonomously. Clear escalation criteria in system prompts are essential for production agent reliability.

Appropriate Escalation Triggers

• Policy gaps: Policies cover scenario A but are silent on scenario B
• Customer explicitly requests human: Honor immediately without attempting investigation
• Authorization limits: Amount exceeds agent's authority
• Inability to make meaningful progress: Agent is stuck, not just facing complexity

Inappropriate Escalation Triggers

• Multiple concerns in one message: Agent should handle these, not escalate
• Sentiment-based escalation: Customer frustration alone is unreliable
• Self-reported confidence scores: Unreliable proxy for actual case complexity
• Task is complex but within policy: Complexity alone isn't an escalation trigger

Pattern: Decision Boundary Prompting

Resolve autonomously when:
- Standard return within 30-day window
- Price match against our own site within 14 days

Escalate to human when:
- Customer requests policy exceptions
- Conflicting information from multiple systems
- Amount exceeds $500 without prior authorization

Handling Customer Frustration

When a customer is frustrated but the issue is straightforward, acknowledge the frustration and offer to resolve. Escalate only if the customer reiterates their preference for a human agent.