Customer Support

Ticket Classification

Auto-tag and route Zendesk tickets by topic, product, and urgency using NLP classification.

Automation overview

What this automation does

This automation starts when new Zendesk ticket created webhook. It openai classify topic & urgency and zendesk route to group, then low confidence tickets queue to triage Slack for human correction.

Trigger

New Zendesk ticket created webhook

Main actions

OpenAI classify topic & urgency → Zendesk route to group

Final outcome

Low confidence tickets queue to triage Slack for human correction

Execution time

30–90 seconds

Apps used

3 integrations

AI-powered

Difficulty

Intermediate

Workflow diagram

End-to-end scenario flow

Read-only visualization of how data moves from trigger to final result.

Trigger

Zendesk

New ticket created

OpenAI

Classify topic & urgency

Step 2

Zendesk

Route to group

Result

Slack

Triage low confidence

Step-by-step

How each step runs

1
ZendeskTrigger
New ticket created
Zendesk ticket create webhook
2
OpenAI
Classify topic & urgency
NLP classifier tags billing, technical, shipping, or account
3
Zendesk
Route to group
Auto-tag and assign to finance, tier-2, or logistics group
4
Slack
Triage low confidence
Low confidence tickets queue to triage Slack for human correction

Apps used

Connected applications

Zendesk

Sends

OpenAI

Sends

Slack

Score

Summary

Automation summary

Trigger: New Zendesk ticket created webhook
Inputs: New Zendesk ticket created webhook, Business Name, Notification Email, Timezone
Outputs: Low confidence tickets queue to triage Slack for human correction, OpenAI classify topic & urgency, Zendesk route to group
Business goal: Automate ticket classification end-to-end with accurate app routing.
Execution frequency: Real-time on event
Estimated runtime: 30–90 seconds
Error handling: Failed steps retry up to 3 times with exponential backoff; persistent failures notify your configured channel and log to the run history.
Dependencies: Zendesk, OpenAI

Benefits

Why use this automation?

Save ~4 hours/week

Remove repetitive steps from Ticket Classification so your team focuses on high-value work.

Reduce manual work

Connected apps sync data automatically instead of copy-paste between dashboards.

Prevent human errors

Standardized logic runs the same way every time, with retries on failure.

Requirements

What you need to get started

Required apps

Zendesk
OpenAI

Required accounts

Active Zendesk workspace with API access
Active OpenAI workspace with API access
Shata Automation workspace (free tier supported)

Required API keys

OAuth tokens for each connected integration

Permissions

Read access on trigger sources (forms, sheets, webhooks, or CRM objects)
Write access on destination apps (email, chat, CRM, or storage)

Estimated setup time

20 min including app authorization and test run
Difficulty: Intermediate

Optional apps

Slack (optional)

Automation runtime

Activate this template

PartialSome steps run in preview until their integrations go live.

Connect required apps via OAuth or API keys. Credentials are encrypted server-side. Dev test runs mock external actions when connections are missing.

Draft

Activation readiness

Est. setup time: ~5 min

Required connections

zendesk(required)
Previewzendesk: workflow actions run in preview
⚠ Missing
OpenAI(required)
⚠ Missing

• Missing connection: zendesk
• Missing connection: OpenAI

Manage all connections →View all installations →

Workflow summary

Trigger: New Zendesk ticket created webhook
Steps: 4 nodes
Required apps: 2
Optional apps: 1

Trigger

Webhook trigger

Activate this workflow to provision the trigger endpoint.

Run history

No runs yet. Install the template and run a test, or activate to receive webhook/schedule runs.

FreeIntermediatePartial20 min setup★3.910.0k installs · 287 reviews

Customize for My Business

Analytics

Template performance

49.2k

Views

10.0k

Installs

310

Favorites

3.9

Avg rating

20.3%

Conversion

20 min

Setup time

93%

Success rate

Trending score

Most used integrations

ZendeskOpenAISlack

New Zendesk ticket webhook sends subject and body to fine-tuned classifier—billing, technical, shipping, account, feature request—with confidence score. Tags applied automatically; billing routes to finance group, technical to tier-2, shipping to logistics. Low confidence queues to triage Slack for human tag correction that feeds retraining export weekly.

Some steps run in preview until their integrations go live.

Required apps

ZendeskPreviewOpenAILive

Optional apps

SlackLive

All integrations

ZendeskOpenAISlack

Workflow preview

How Ticket Classification runs

Trigger

Load classification model

→

Process

Rule engine

→

Action

zendesk

→

Notify

Alert & log

ZendeskOpenaiSlack

Setup steps

Get started in 5 steps

1
Connect Zendesk
Webhook on ticket create; API for tag and group assignment.
2
Load classification model
Start with GPT-4o zero-shot; optional fine-tune on 500 labeled historical tickets.
3
Map tags to groups
Spreadsheet maps tag → Zendesk group ID and default priority.
4
Enable feedback loop
Human corrections in Slack export weekly to improve prompts.
5
Audit 100 tickets
Compare auto-tags to human baseline; tune until 90%+ accuracy.

Variables

Configurable settings

Variable	Type	Default	Required
Business Name	text	Your Business	Yes
Notification Email	email	—	Yes
Timezone	select	—	Yes
Slack Channel	text	#general	No

FAQ

Frequently asked questions

Multi-issue tickets?

Primary topic wins; secondary topics added as additional tags when confidence >0.6.

VIP override?

Requester VIP flag forces priority urgent regardless of topic.

Spam tickets?

Spam classifier branch auto-solves and tags spam before routing.

Freshdesk instead?

Swap Zendesk connector; same classification logic.

Reviews

4.7

★4.7

287 total reviews

Omar Khalil

E-commerce Manager · Noon Seller

★★★★★Verified install

4/25/2026

Ticket Classification replaced a manual process that took 2 hours daily. ROI was clear within the first month.

+ Scales well as we grow · Integrations worked on first try

Sarah Mitchell

Marketing Director · Bloom Agency

★★★★Verified install

4/8/2026

We deployed this across three locations and saw immediate time savings. The Ticket Classification workflow handles edge cases we didn't expect it to.

+ Saved our team 10+ hours weekly · Reliable triggers every time

− Took longer than estimated for advanced config

Ahmed Hassan

Operations Lead · Cairo Eats

★★★★★

3/22/2026

Solid template. We duplicated and tweaked variables for our brand. Would recommend for teams starting automation.

+ Setup was straightforward · Great documentation

Documentation

Template documentation

Overview

Requirements

Active zendesk account with API access
Active openai account with API access
No AI provider required
Shata Automation workspace (free tier supported)

Supported apps

zendeskPreviewopenaiLiveslackLive

Triggers

New Zendesk ticket created webhook

Actions

Load classification model
Map tags to groups
Enable feedback loop
Audit 100 tickets

Examples

Quick start

Activate Ticket Classification with default variables and run a sandbox test.

Scenario: New user installs template and validates output in under 15 minutes.

Production rollout

Connect live apps, map business rules, enable monitoring alerts.

Scenario: Team deploys to workspace after QA sign-off on test runs.

Troubleshooting

Workflow fails on first run: Verify OAuth scopes for all required integrations and re-authorize if expired.
Variables not applying: Check required fields in the Configure Variables step; empty required values block activation.
Notifications not received: Confirm notification email and Slack channel IDs match your workspace settings.

Release notes

Version 1.2.0 — Improved reliability and Slack notifications for Ticket Classification.

Versioning

Version history

Current version: 1.2.0

v1.2.0Current

4/16/2026

improvementImproved error handling and retry logic for failed runs.
featureAdded optional Slack notification on workflow completion.

v1.1.0

2/15/2026

featureNew variable: brand voice selector for AI-powered steps.
fixFixed timezone handling for scheduled triggers.

v1.0.0

12/17/2025

featureInitial marketplace release.

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Customize Ticket Classification for your business

Our team can adapt this template to your exact workflow, apps, and brand requirements.

Request custom automation →Talk to an expert

Ticket Classification

What this automation does

End-to-end scenario flow

How each step runs

Connected applications

Automation summary

Why use this automation?

What you need to get started

Required apps

Required accounts

Required API keys

Permissions

Estimated setup time

Optional apps

Activate this template

Required connections

Workflow summary

Trigger

Run history

Template performance

How Ticket Classification runs

Get started in 5 steps

Configurable settings

Frequently asked questions

Template documentation

Overview

Requirements

Supported apps

Triggers

Actions

Examples

Troubleshooting

Release notes

Version history

Related templates

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Support Reply Draft Generator

Satisfaction Survey

Refund Workflow

Customers also installed

Satisfaction Survey

SLA Risk Escalation

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Knowledge Base Search

Trending this week

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To-do Manager

Pull Request Review Summary

Inbox Priority Briefing

Customize Ticket Classification for your business

Template documentation

Overview

Requirements

Supported apps

Triggers

Actions

Examples

Troubleshooting

Release notes

Version history

Related templates

Order Tracking Bot

Support Reply Draft Generator

Satisfaction Survey

Refund Workflow

Customers also installed

Satisfaction Survey

SLA Risk Escalation

Refund Workflow

Knowledge Base Search

Trending this week

Canva Asset Approval Flow

To-do Manager

Pull Request Review Summary

Inbox Priority Briefing