# Turn your website docs into a GPT-4.1-mini support chatbot: n8n workflow

> Started by an event in a connected app, and works across Pinecone. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply...

Source: https://millionrounds.com/workflow/turn-your-website-docs-into-a-gpt-4-1-mini-support-chatbot (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)

# Turn your website docs into a GPT-4.1-mini support chatbot

Started by an event in a connected app, and works across Pinecone. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 16 steps, 1 loop or waits: a working afternoon to understand properly.

Medium Calls a model: OpenAI Retrieval

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fturn-your-website-docs-into-a-gpt-4-1-mini-support-chatbot)

**16 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**1** Loop or waits

**1** Service it connects to

## The flow

Starts it 1 Model 9 Logic 4 Service 2

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

- 1 **When clicking ‘Execute workflow’** Manual trigger *Starts it*
- 2 **OpenAI Embeddings (Indexing)** Embeddings Open Ai *Model*
- 3 **Chat Memory (Short)** Memory Buffer Window *Model*
- 4 **OpenAI Embeddings (Chat)** Embeddings Open Ai *Model*
- 5 **Docs Loader (Chunks → Documents)** Document Default Data Loader *Model*
- 6 **OpenAI Chat** Lm Chat Open Ai *Model*
- 7 **Chat** Chat *Model*
- 8 **MrScraper - Discover URLs (Map Agent)** Mrscraper *Service*
- 9 **Pinecone Vector Store (Upsert)** Vector Store Pinecone *Model*
- 10 **Support Chat Agent** Agent *Model*
- 11 **Pinecone Retriever Tool** Vector Store Pinecone *Model*
- 12 **Extract Url** Code *Logic*
- 13 **Batch URLs (Controlled Crawl)** Split In Batches *Logic*
- 14 **MrScraper - Extract Page Content (General Agent)** Mrscraper *Service*
- 15 **Pick Content Field** Code *Logic*
- 16 **Chunk Text for Embeddings** Code *Logic*

## How it's built

- **Starts on:** An event in a connected app
- **Steps:** 16, 1 loop or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Pinecone
- **Model:** OpenAI
- **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 Pinecone account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an event in a connected app.

Does it use AI?

Yes. It calls OpenAI. 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. 16 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 16 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%2Fturn-your-website-docs-into-a-gpt-4-1-mini-support-chatbot)
- **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.

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

## Workflows like it

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

- [**Automated customer support with OpenAI** 16 steps · calls a model · Gmail, Google Drive](https://millionrounds.com/workflow/automated-customer-support-with-openai)
- [**Answer Slack knowledge base questions with Notion and Pinecone** 15 steps · calls a model · Notion, Pinecone](https://millionrounds.com/workflow/answer-slack-knowledge-base-questions-with-notion-and-pineco)
- [**Answer document questions with OpenAI and Pinecone** 15 steps · calls a model · Google Drive, Pinecone](https://millionrounds.com/workflow/answer-document-questions-with-openai-and-pinecone)
- [**Answer WhatsApp questions from PDF documents with RAG** 14 steps · calls a model · Google Drive, Pinecone](https://millionrounds.com/workflow/answer-whatsapp-questions-from-pdf-documents-with-rag)
- [**Create a travel support RAG chatbot with Google Drive** 14 steps · calls a model · Google Drive, Pinecone](https://millionrounds.com/workflow/create-a-travel-support-rag-chatbot-with-google-drive)
- [**IT support chatbot with Google Drive and Pinecone** 14 steps · calls a model · Google Drive, Pinecone](https://millionrounds.com/workflow/it-support-chatbot-with-google-drive-and-pinecone)