Analyze Support Tickets → Route to AI → Escalate Complex Cases

beginner15 minPublished Apr 9, 2026
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Automatically analyze customer support tickets, route simple ones to AI chatbots, and escalate complex issues to human agents with context and priority scoring.

Workflow Steps

1

Zendesk

Trigger on new ticket creation

Set up webhook or Zapier trigger that fires whenever a new support ticket is created. Extract ticket content, customer info, and initial metadata.

2

OpenAI GPT-4

Analyze ticket complexity and sentiment

Send ticket content to GPT-4 with custom prompt to classify complexity (1-5 scale), sentiment (positive/neutral/negative), and category (billing, technical, feature request).

3

Intercom

Route simple tickets to AI assistant

For complexity scores 1-2, automatically assign to Intercom's Resolution Bot or custom AI assistant. Set up canned responses for common issues like password resets.

4

Zendesk

Escalate complex tickets to humans

For complexity scores 3-5, assign to appropriate human agent based on category. Add AI analysis as internal note including suggested priority and response templates.

Workflow Flow

Step 1

Zendesk

Trigger on new ticket creation

Step 2

OpenAI GPT-4

Analyze ticket complexity and sentiment

Step 3

Intercom

Route simple tickets to AI assistant

Step 4

Zendesk

Escalate complex tickets to humans

Why This Works

AI handles routine inquiries while ensuring complex issues get proper human attention with useful context, dramatically reducing response times.

Best For

Customer support teams wanting to automate initial ticket triage and route issues more efficiently

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