CUSTOMER SUPPORT

Zendesk: Classify Intent, Then Deflect or Escalate

Classifies each new Zendesk ticket by intent with OpenAI, drafts a KB-grounded reply for simple how-to questions.

CategoryCustomer Support
Enginesim
Difficultyintermediate
Triggerevent
Steps5
Setup~15 min

How it runs

The automated pipeline, trigger to output.

  • TriggerNew Zendesk ticket createdZendeskZendesk
  • ActionClassify ticket intentOpenAI
  • LogicRoute: deflect how-to, escalate billing and bug
  • ActionSearch Help Center and draft cited replyOpenAI
  • OutputAttach draft note and set group and priorityZendeskZendesk

What it does

Adds an intent-classification gate in front of auto-drafting. Simple informational tickets get a grounded draft reply; sensitive categories like billing disputes or bug reports skip drafting and are routed to a specialist queue instead.

When to use it

Use this when blanket auto-drafting feels risky. You want deflection only where it is safe, and deterministic routing everywhere else, so agents never see an AI draft on a ticket that needs human judgment.

How it works

  1. 1A new Zendesk ticket triggers the flow.
  2. 2OpenAI classifies the ticket into an intent label (how-to, billing, bug, account, other).
  3. 3A logic branch decides the path: how-to continues to drafting, while billing and bug are tagged and reassigned to their group with no draft.
  4. 4For the how-to path, the help center is searched and OpenAI drafts a cited reply.
  5. 5The draft is attached as an internal note and the ticket priority is set, ready for the assigned agent.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect ZendeskTickets, queues, knowledge base.
  2. 2
    Connect OpenAIModels, embeddings, files.
  3. 3
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  4. 4
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  5. 5
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

Run this workflow in your colony.

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