Back to All Stacks
Customer Support
intermediate
Featured
Popular

AI Customer Support Triage

Automatically categorize, prioritize, and route support tickets

Use AI to analyze incoming support tickets, categorize them by issue type, detect urgency and sentiment, and route to the right team member. Reduces first response time by 60% and improves customer satisfaction.

Setup: 2 hoursCost: $100-200/month4 stepsSaaS Companies, E-commerce, Customer Support Teams

Tools You'll Need

Zapier

Zapier

Featured

Workflow Orchestration

freemium
4.7

Alternative: Make (formerly Integromat)

ChatGPT

ChatGPT

Featured

Ticket Analysis & Classification

freemium
4.8

Alternative: Claude

Step-by-Step Setup Guide

Set up a trigger in Zapier for new support tickets from Zendesk, Freshdesk, or Intercom.

Create Zap with helpdesk trigger

Zapier → Create → Trigger: Zendesk → New Ticket

Connect your account

Authorize Zapier → Select your Zendesk subdomain

Test the trigger

Create a test ticket → Verify Zapier captures subject, description, requester email
Tip

Create a dedicated "Test" view in Zendesk for testing without affecting real tickets

Use ChatGPT to analyze the ticket and extract category, urgency, sentiment, and suggested response.

Add ChatGPT action

Add step → ChatGPT → Conversation

Configure analysis prompt

Prompt: "Analyze this support ticket and return JSON: {
  "category": "billing|technical|feature_request|bug|general",
  "urgency": "low|medium|high|critical",
  "sentiment": "positive|neutral|frustrated|angry",
  "summary": "one sentence summary",
  "suggested_response": "draft response"
}

Ticket subject: {{subject}}
Ticket body: {{description}}"

Parse JSON response

Add Formatter step → Utilities → Import JSON → Extract each field
Pro Tip

Add your product docs to the prompt context for more accurate suggested responses

Warning

Always have humans review AI-suggested responses before sending to customers

Apply the AI-generated tags, priority, and internal notes to the ticket.

Add Zendesk update action

Add step → Zendesk → Update Ticket

Map AI fields to ticket

Tags: {{category}}, {{sentiment}}. Priority: Map urgency (critical=urgent, high=high, etc.)

Add internal note

Add internal comment with AI summary and suggested response for agent to review
Tip

Create views in Zendesk filtered by AI-assigned tags for easy triage

Assign the ticket to the right agent/team and send alerts for urgent issues.

Add routing logic

Add Paths step → Route by category: billing → finance team, technical → engineering, etc.

Assign ticket

Add Zendesk action in each path → Update Ticket → Assignee: appropriate group/agent

Add urgent alerts

Add Path for urgency=critical → Slack notification: "🚨 URGENT: {{summary}} - {{requester_email}}"

Track angry customers

Add Path for sentiment=angry → Special Slack channel + Flag for manager review
Pro Tip

Create a #escalations Slack channel for sentiment=angry tickets. Respond to these within 1 hour.

Related Stacks