# Gmail customer support auto-responder with Ollama LLM: n8n workflow

> Started by an arriving email, and works across Gmail and Pinecone. It puts a local model behind a retrieval step, so answers are drawn from documents you...

Source: https://millionrounds.com/workflow/gmail-customer-support-auto-responder-with-ollama-llm (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)

# Gmail customer support auto-responder with Ollama LLM

Started by an arriving email, and works across Gmail and Pinecone. It puts a local model behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 10 steps: a working afternoon to understand properly.

Medium Calls a model: a local model Retrieval

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fgmail-customer-support-auto-responder-with-ollama-llm)

**10 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**2** Services it connects to

## The flow

Starts it 1 Model 7 Service 2

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

- 1 **Gmail Trigger** Gmail trigger *Starts it*
- 2 **Ollama Model** Lm Ollama *Model*
- 3 **Embeddings Ollama** Embeddings Ollama *Model*
- 4 **Ollama Chat Model** Lm Chat Ollama *Model*
- 5 **Simple Memory** Memory Buffer Window *Model*
- 6 **Text Classifier** Text Classifier *Model*
- 7 **Pinecone Vector Store** Vector Store Pinecone *Model*
- 8 **AI Agent** Agent *Model*
- 9 **Label** Gmail *Service*
- 10 **Send** Gmail *Service*

## How it's built

- **Starts on:** An arriving email
- **Steps:** 10
- **Size:** Medium: a working afternoon
- **Connects to:** Gmail, Pinecone
- **Model:** a local model
- **Retrieval:** Answers are drawn from documents you supply, not from the model alone

## Questions

What does it need to run?

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

What starts it?

It starts on an arriving email.

Does it use AI?

Yes. It calls a local model. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 10 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 10 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%2Fgmail-customer-support-auto-responder-with-ollama-llm)
- **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)[Pinecone](https://millionrounds.com/workflows?service=Pinecone#library)

## Workflows like it

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

- [**AI Gmail support automation with Gemini and OpenAI** 10 steps · calls a model · Gmail, Pinecone](https://millionrounds.com/workflow/ai-gmail-support-automation-with-gemini-and-openai)
- [**AI-powered email replies with FAQ and OpenAI** 10 steps · calls a model · Gmail, Pinecone](https://millionrounds.com/workflow/ai-powered-email-replies-with-faq-and-openai)
- [**AI-powered email to Jira ticket creation with Llama** 10 steps · calls a model · Gmail, Jira](https://millionrounds.com/workflow/ai-powered-email-to-jira-ticket-creation-with-llama)
- [**Answer WhatsApp support chats with OpenRouter and Pinecone** 10 steps · calls a model · Gmail, Pinecone](https://millionrounds.com/workflow/answer-whatsapp-support-chats-with-openrouter-and-pinecone)
- [**Automate FAQ replies and follow-ups in n8n with OpenAI** 10 steps · calls a model · Airtable, Pinecone](https://millionrounds.com/workflow/automate-faq-replies-and-follow-ups-in-n8n-with-openai)
- [**Automate customer support triage with Gmail and Slack** 10 steps · calls a model · Airtable, Gmail](https://millionrounds.com/workflow/automate-customer-support-triage-with-gmail-and-slack)