# Indeed Job Hunter & AI Cover Letter Architect with Mistral: n8n workflow

> Started by a clock, and works across Apify, Google Drive, Google Sheets and Telegram. It hands the judgement calls to Mistral and a local model.

Source: https://millionrounds.com/workflow/indeed-job-hunter-and-ai-cover-letter-architect-with-mistral (Millionrounds; every figure on the page links to its filing or article)

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

# Indeed Job Hunter & AI Cover Letter Architect with Mistral

Started by a clock, and works across Apify, Google Drive, Google Sheets and Telegram. It hands the judgement calls to Mistral and a local model. 16 steps, 2 branches, 2 loops or waits: a working afternoon to understand properly.

Medium Calls a model: Mistral, a local model

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Findeed-job-hunter-and-ai-cover-letter-architect-with-mistral)

**16 steps** Medium: a working afternoon

**2** Branches: places the flow splits

**2** Loops or waits

**4** Services it connects to

## The flow

Starts it 1 Model 3 Logic 6 Service 6

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

- 1 **Schedule Trigger** Schedule trigger *Starts it*
- 2 **Ollama Chat Model** Lm Chat Ollama *Model*
- 3 **Mistral Cloud Chat Model** Lm Chat Mistral Cloud *Model*
- 4 **Download - CS and Repairs** Google Drive *Service*
- 5 **AI Agent** Agent *Model*
- 6 **Extract from File** Extract From File *Service*
- 7 **Parse AI Output** Set *Logic*
- 8 **Get row(s) in sheet** Google Sheets *Service*
- 9 **Append or update row in sheet** Google Sheets *Service*
- 10 **Run an Actor and get dataset** Apify *Service*
- 11 **Score Filter** If *Logic*
- 12 **Split Out** Split Out *Logic*
- 13 **Send a text message** Telegram *Service*
- 14 **Loop Over Items** Split In Batches *Logic*
- 15 **Wait** Wait *Logic*
- 16 **Check Deutch level and Driving License Requirement** If *Logic*

## How it's built

- **Starts on:** A clock
- **Steps:** 16, with 2 branches, 2 loops or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Apify, Google Drive, Google Sheets, Telegram
- **Model:** Mistral, a local model

## Questions

What does it need to run?

An n8n account, plus your own Apify, Google Drive, Google Sheets and Telegram accounts, and a key for Mistral and a local model. You connect your own accounts after importing it; none are included.

What starts it?

It starts on a clock.

Does it use AI?

Yes. It calls Mistral and a local model. 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%2Findeed-job-hunter-and-ai-cover-letter-architect-with-mistral)
- **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.

[Apify](https://millionrounds.com/workflows?service=Apify#library)[Google Drive](https://millionrounds.com/workflows?service=Google+Drive#library)[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)[Telegram](https://millionrounds.com/workflows?service=Telegram#library)

## Workflows like it

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

- [**AI Financial Assistant: Telegram to Google Sheets with USD** 16 steps · calls a model · Google Sheets, Telegram](https://millionrounds.com/workflow/ai-financial-assistant-telegram-to-google-sheets-with-usd)
- [**AI speech coach & generator with Telegram and Open AI** 16 steps · calls a model · Telegram](https://millionrounds.com/workflow/ai-speech-coach-and-generator-with-telegram-and-open-ai)
- [**Analyze product ingredient photos with Telegram and Gemini** 16 steps · calls a model · Telegram](https://millionrounds.com/workflow/analyze-product-ingredient-photos-with-telegram-and-gemini)
- [**Archive and index legal PDFs from Gmail with Gemini and Sheets** 16 steps · calls a model · Gmail, Google Drive](https://millionrounds.com/workflow/archive-and-index-legal-pdfs-from-gmail-with-gemini-and-shee)
- [**Auto n8n updater (Docker) with Gemini and Telegram** 16 steps · calls a model · Telegram](https://millionrounds.com/workflow/auto-n8n-updater-docker-with-gemini-and-telegram)
- [**Automate AI-powered employee onboarding emails and Slack updates** 16 steps · calls a model · Gmail, Google Drive](https://millionrounds.com/workflow/automate-ai-powered-employee-onboarding-emails-and-slack-upd)
