# Score Zoho support tickets with OpenAI: n8n workflow template

> Started by another system calling it, and works across Gmail. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/score-zoho-support-tickets-with-openai (Millionrounds; every figure on the page links to its filing or article)

[Automation library](https://millionrounds.com/workflows) · [Customer support](https://millionrounds.com/workflows?category=Customer+support#library)

# Score Zoho support tickets with OpenAI

Started by another system calling it, and works across Gmail. It hands the judgement calls to OpenAI. 12 steps, 2 branches: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscore-zoho-support-tickets-with-openai)

**12 steps** Medium: a working afternoon

**2** Branches: places the flow splits

**0** Loops or waits

**1** Service it connects to

## The flow

Starts it 1 Model 3 Logic 3 Service 5

The steps in the order they run, from what starts it.

- 1 **Structured Output Parser** Output Parser Structured *Model*
- 2 **Webhook Trigger** Webhook *Starts it*
- 3 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 4 **Analyze Ticket Patterns** Agent *Model*
- 5 **Workflow Configuration** Set *Logic*
- 6 **Upsell Opportunity?** If *Logic*
- 7 **Get Customer Record** Zoho Crm *Service*
- 8 **Alert Account Manager** Gmail *Service*
- 9 **Customer Exists?** If *Logic*
- 10 **Update Customer Record** Zoho Crm *Service*
- 11 **Create Customer Record** Zoho Crm *Service*
- 12 **Get Ticket History** Zoho Crm *Service*

## How it's built

- **Starts on:** Another system calling it
- **Steps:** 12, with 2 branches
- **Size:** Medium: a working afternoon
- **Connects to:** Gmail
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Gmail account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on another system calling it.

Does it use AI?

Yes. It calls OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 12 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

**Before you run it**

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 12 steps before you point it at anything that matters.

## Run it in n8n

- **Create your n8n account** Free to start. n8n is where the workflow runs. [Create an n8n account ↗](https://millionrounds.com/n8n)
- **Download the workflow** Free with a Millionrounds account. [Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscore-zoho-support-tickets-with-openai)
- **Paste it into n8n** Open a new workflow in n8n and paste. Then connect your own accounts.

Stored with the author's traces removed: canvas notes, instance identifiers, saved credential names and any live document they had left behind.

## Connects to

Each opens the other workflows that use it.

[Gmail](https://millionrounds.com/workflows?service=Gmail#library)

## Workflows like it

Also customer support, with the same services where possible, closest in size first.

- [**AI-Powered LINE Bot: Automate Customer Support & Task Automation** 12 steps · calls a model · Airtable, Gmail](https://millionrounds.com/workflow/ai-powered-line-bot-automate-customer-support-and-task-autom)
- [**Automate Zendesk Support replies with Google Sheets and Gmail** 12 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-zendesk-support-replies-with-google-sheets-and-gmai)
- [**Automate internal complaint resolution with Jotform and Gemini** 12 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automate-internal-complaint-resolution-with-jotform-and-gemi)
- [**Automated product email support with OpenAI and Pinecone RAG** 12 steps · calls a model · Gmail, Pinecone](https://millionrounds.com/workflow/automated-product-email-support-with-openai-and-pinecone-rag)
- [**Detect and score refund risk with Webhook and OpenAI** 12 steps · calls a model · Discord, Gmail](https://millionrounds.com/workflow/detect-and-score-refund-risk-with-webhook-and-openai)
- [**Triage and draft support email replies with Gmail and OpenAI** 12 steps · calls a model · Gmail](https://millionrounds.com/workflow/triage-and-draft-support-email-replies-with-gmail-and-openai)