# Match LinkedIn jobs and generate cover letters with OpenAI: n8n workflow

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

Source: https://millionrounds.com/workflow/match-linkedin-jobs-and-generate-cover-letters-with-openai (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)

# Match LinkedIn jobs and generate cover letters with OpenAI

Started by a clock, and works across Apify, Google Drive, Google Sheets and Telegram. It hands the judgement calls to OpenAI. 12 steps, 1 branch, 1 loop or waits: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fmatch-linkedin-jobs-and-generate-cover-letters-with-openai)

**12 steps** Medium: a working afternoon

**1** Branch: places the flow splits

**1** Loop or waits

**4** Services it connects to

## The flow

Starts it 1 Model 2 Logic 3 Service 6

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

- 1 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 2 **Schedule Trigger** Schedule trigger *Starts it*
- 3 **Job Matcher** Agent *Model*
- 4 **Download file** Google Drive *Service*
- 5 **Edit Fields** Set *Logic*
- 6 **Extract from File** Extract From File *Service*
- 7 **Append or update row in sheet** Google Sheets *Service*
- 8 **Get row(s) in sheet** Google Sheets *Service*
- 9 **Score Filter** If *Logic*
- 10 **Run an Actor and get dataset** Apify *Service*
- 11 **Send a text message** Telegram *Service*
- 12 **Loop Over Items** Split In Batches *Logic*

## How it's built

- **Starts on:** A clock
- **Steps:** 12, with 1 branch, 1 loop or waits
- **Size:** Medium: a working afternoon
- **Connects to:** Apify, Google Drive, Google Sheets, Telegram
- **Model:** OpenAI

## 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 OpenAI. 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 OpenAI. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 12 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 12 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%2Fmatch-linkedin-jobs-and-generate-cover-letters-with-openai)
- **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)

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

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