# Multilingual WhatsApp translator with OpenAI Whisper: n8n workflow

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

Source: https://millionrounds.com/workflow/multilingual-whatsapp-translator-with-openai-whisper (Millionrounds; every figure on the page links to its filing or article)

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

# Multilingual WhatsApp translator with OpenAI Whisper

Started by another system calling it, and works across HubSpot. It hands the judgement calls to Groq and OpenAI. 80 steps, 8 branches, 2 loops or waits: large, and worth reading before you trust it with anything live.

Large Calls a model: Groq, OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fmultilingual-whatsapp-translator-with-openai-whisper)

**80 steps** Large: read it before trusting it with anything live

**8** Branches: places the flow splits

**2** Loops or waits

**1** Service it connects to

## The flow

Starts it 2 Model 16 Logic 23 Service 19

The steps in the order they run, from what starts it. The first 60 of 80.

- 1 **Webhook** Webhook *Starts it*
- 2 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 3 **Calculator** Tool Calculator *Model*
- 4 **OpenAI Chat Model2** Lm Chat Open Ai *Model*
- 5 **Calculator1** Tool Calculator *Model*
- 6 **Think** Tool Think *Model*
- 7 **Think1** Tool Think *Model*
- 8 **OpenAI Chat Model3** Lm Chat Open Ai *Model*
- 9 **Calculator2** Tool Calculator *Model*
- 10 **Think2** Tool Think *Model*
- 11 **Delete Every Day** Schedule trigger *Starts it*
- 12 **Model2** Lm Chat Open Ai *Model*
- 13 **Model1** Lm Chat Groq *Model*
- 14 **Group Filter** Filter *Logic*
- 15 **AI Agent1** Agent *Model*
- 16 **AI Agent** Agent *Model*
- 17 **AI Agent2** Agent *Model*
- 18 **Search Executions** N8n *Service*
- 19 **Secondary Text Classifier** Text Classifier *Model*
- 20 **Primary Text Classifier** Text Classifier *Model*
- 21 **Data&Hora** Code *Logic*
- 22 **Filter4** Filter *Logic*
- 23 **Filter** Filter *Logic*
- 24 **Code2** Code *Logic*
- 25 **Loops** Split In Batches *Logic*
- 26 **Set User** Set *Logic*
- 27 **Code1** Code *Logic*
- 28 **Code** Code *Logic*
- 29 **React2** Http Request *Service*
- 30 **Delete Execution** N8n *Service*
- 31 **Search Contact** Hubspot *Service*
- 32 **React1** Http Request *Service*
- 33 **React** Http Request *Service*
- 34 **WhatsApp** Http Request *Service*
- 35 **Replace Me** No Op *Logic*
- 36 **Contact Located** If *Logic*
- 37 **WhatsApp Notification** Http Request *Service*
- 38 **WhatsApp2** Http Request *Service*
- 39 **WhatsApp1** Http Request *Service*
- 40 **Filter Client** Filter *Logic*
- 41 **Create Contact** Http Request *Service*
- 42 **ReactFlag** Http Request *Service*
- 43 **React Flags** Http Request *Service*
- 44 **Who Sent?** If *Logic*
- 45 **Delay** Wait *Logic*
- 46 **History1** Code *Logic*
- 47 **Your Number** If *Logic*
- 48 **Audio** If *Logic*
- 49 **Update Messages1** Http Request *Service*
- 50 **Audio2** If *Logic*
- 51 **Audio1** If *Logic*
- 52 **GET Media2** Http Request *Service*
- 53 **Text Mapping** Set *Logic*
- 54 **GET Media** Http Request *Service*
- 55 **Text Mapping2** Set *Logic*
- 56 **GET Media1** Http Request *Service*
- 57 **Text Mapping1** Set *Logic*
- 58 **Convert to File1** Convert To File *Service*
- 59 **Filter2** Filter *Logic*
- 60 **Convert to File2** Convert To File *Service*

## How it's built

- **Starts on:** Another system calling it
- **Steps:** 80, with 8 branches, 2 loops or waits
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** HubSpot
- **Model:** Groq, OpenAI

## Questions

What does it need to run?

An n8n account, plus your own HubSpot account, and a key for Groq and 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 Groq and OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Take your time. At 80 steps it is large: read it before trusting it with anything live.

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 80 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%2Fmultilingual-whatsapp-translator-with-openai-whisper)
- **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.

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

## Workflows like it

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

- [**10 useful business helping workflow with OpenRouter** 59 steps · calls a model · Airtable, Gmail](https://millionrounds.com/workflow/10-useful-business-helping-workflow-with-openrouter)
- [**Lemlist <> HubSpot - custom integration** 35 steps · HubSpot](https://millionrounds.com/workflow/lemlist-hubspot-custom-integration)
- [**Sync HubSpot with Outlook** 35 steps · Airtable, Google Sheets](https://millionrounds.com/workflow/sync-hubspot-with-outlook)
- [**Route Placetel AI voice agent requests into HubSpot CRM** 32 steps · HubSpot](https://millionrounds.com/workflow/route-placetel-ai-voice-agent-requests-into-hubspot-crm)
- [**Analyze customer feedback and send AI-written replies** 31 steps · calls a model · Email, Google Sheets](https://millionrounds.com/workflow/analyze-customer-feedback-and-send-ai-written-replies)
- [**Recover missed demos with Calendly and Zoom** 26 steps · calls a model · Email, HubSpot](https://millionrounds.com/workflow/recover-missed-demos-with-calendly-and-zoom)