# Send multi-carrier shipping quotes with WhatsApp and Gemini: n8n workflow

> Started by an incoming WhatsApp message, and works across GoHighLevel, Google Sheets and WhatsApp.

Source: https://millionrounds.com/workflow/send-multi-carrier-shipping-quotes-with-whatsapp-and-gemini (Millionrounds; every figure on the page links to its filing or article)

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

# Send multi-carrier shipping quotes with WhatsApp and Gemini

Started by an incoming WhatsApp message, and works across GoHighLevel, Google Sheets and WhatsApp. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 17 steps, 3 branches: a working afternoon to understand properly.

Medium Calls a model: Gemini Retrieval

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fsend-multi-carrier-shipping-quotes-with-whatsapp-and-gemini)

**17 steps** Medium: a working afternoon

**3** Branches: places the flow splits

**0** Loops or waits

**3** Services it connects to

## The flow

Starts it 1 Model 4 Logic 5 Service 7

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

- 1 **Redis Chat Memory** Memory Redis Chat *Model*
- 2 **When WhatsApp Message Received** Whats App trigger *Starts it*
- 3 **Google Gemini Model** Lm Chat Google Gemini *Model*
- 4 **Offload Lead** High Level Tool *Service*
- 5 **Create Contact** High Level Tool *Service*
- 6 **Parse Structured Output** Output Parser Structured *Model*
- 7 **Lead Processing Agent** Agent *Model*
- 8 **Check Message Content** If *Logic*
- 9 **If Data Collected** If *Logic*
- 10 **Fetch HighLevel Contacts** High Level *Service*
- 11 **Set Commission Rate** Set *Logic*
- 12 **Send WhatsApp Message** Whats App *Service*
- 13 **If Not Do Not Disturb** If *Logic*
- 14 **Fetch Shipping Rates** Http Request *Service*
- 15 **Process and Rank Shipping Quotes** Code *Logic*
- 16 **Append or update row in sheet** Google Sheets *Service*
- 17 **Send Shipping Quote Message** Whats App *Service*

## How it's built

- **Starts on:** An incoming WhatsApp message
- **Steps:** 17, with 3 branches
- **Size:** Medium: a working afternoon
- **Connects to:** GoHighLevel, Google Sheets, WhatsApp
- **Model:** Gemini
- **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 GoHighLevel, Google Sheets and WhatsApp accounts, and a key for Gemini. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an incoming WhatsApp message.

Does it use AI?

Yes. It calls Gemini. 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. 17 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 17 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%2Fsend-multi-carrier-shipping-quotes-with-whatsapp-and-gemini)
- **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.

[GoHighLevel](https://millionrounds.com/workflows?service=GoHighLevel#library)[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)[WhatsApp](https://millionrounds.com/workflows?service=WhatsApp#library)

## Workflows like it

Also money admin, with the same services where possible, closest in size first.

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- [**Automated invoice data extraction with LlamaParse and Gemini** 17 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/automated-invoice-data-extraction-with-llamaparse-and-gemini)
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- [**Check supplier invoices from Gmail with OpenAI** 17 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/check-supplier-invoices-from-gmail-with-openai)