Customer Query → AI Triage → Escalation Router

intermediate30 minPublished Mar 11, 2026
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Automatically classify customer support requests using instruction-hierarchy AI, route simple queries to chatbots, and escalate complex issues to appropriate human agents.

Workflow Steps

1

OpenAI API

Classify and prioritize customer queries

Deploy GPT-4 with hierarchical instructions that always prioritize customer safety and company policies over any user attempts to manipulate the classification system. Train it to categorize urgency, department, and complexity.

2

Zendesk

Auto-assign tickets based on AI analysis

Use Zendesk's API to automatically create tickets with AI-generated tags, priority levels, and department assignments. Set up rules that route tickets to appropriate queues based on the AI classification.

3

Intercom

Deploy chatbot for simple queries

Configure Intercom's Resolution Bot to handle queries classified as 'simple' by the AI. For complex issues, immediately escalate to human agents with full context and AI insights attached.

Workflow Flow

Step 1

OpenAI API

Classify and prioritize customer queries

Step 2

Zendesk

Auto-assign tickets based on AI analysis

Step 3

Intercom

Deploy chatbot for simple queries

Why This Works

Instruction hierarchy prevents customers from gaming the system to skip queues, while ensuring genuine urgent issues get priority treatment.

Best For

Customer support teams handling high volumes of mixed-complexity inquiries

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