# Score LinkedIn job matches with OpenAI and Google Sheets: n8n workflow

> Started by a clock, and works across Google Sheets, Slack and n8n data table. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/score-linkedin-job-matches-with-openai-and-google-sheets (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)

# Score LinkedIn job matches with OpenAI and Google Sheets

Started by a clock, and works across Google Sheets, Slack and n8n data table. It hands the judgement calls to OpenAI. 20 steps, 1 branch: a working afternoon to understand properly.

Medium Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fscore-linkedin-job-matches-with-openai-and-google-sheets)

**20 steps** Medium: a working afternoon

**1** Branch: places the flow splits

**0** Loops or waits

**3** Services it connects to

## The flow

Starts it 2 Model 1 Logic 10 Service 7

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

- 1 **Manual Trigger** Manual trigger *Starts it*
- 2 **Daily Schedule** Schedule trigger *Starts it*
- 3 **Ensure Delivery Ledger** Data Table *Service*
- 4 **1. Set Your Job Search** Set *Logic*
- 5 **Build Actor Input** Code *Logic*
- 6 **2. Find Recent LinkedIn Jobs** Http Request *Service*
- 7 **Get LinkedIn Job Results** Http Request *Service*
- 8 **Normalize and Cap Jobs** Code *Logic*
- 9 **Keep Undelivered Jobs** Data Table *Service*
- 10 **Build Job Batch** Code *Logic*
- 11 **3. Score Jobs Against Your Profile** Open Ai *Model*
- 12 **Validate Job Batch** Code *Logic*
- 13 **Has Qualified Jobs** If *Logic*
- 14 **Build Delivery Payload** Code *Logic*
- 15 **Expand Jobs for Sheets** Code *Logic*
- 16 **4. Save Matches to Google Sheets** Google Sheets *Service*
- 17 **Continue After Sheets** Code *Logic*
- 18 **5. Send Top Matches to Slack** Slack *Service*
- 19 **Prepare Delivery Ledger** Code *Logic*
- 20 **Commit Delivered Jobs** Data Table *Service*

## How it's built

- **Starts on:** A clock
- **Steps:** 20, with 1 branch
- **Size:** Medium: a working afternoon
- **Connects to:** Google Sheets, Slack, n8n data table
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Google Sheets and Slack 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. 20 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 20 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%2Fscore-linkedin-job-matches-with-openai-and-google-sheets)
- **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.

[Google Sheets](https://millionrounds.com/workflows?service=Google+Sheets#library)[Slack](https://millionrounds.com/workflows?service=Slack#library)[n8n data table](https://millionrounds.com/workflows?service=n8n+data+table#library)

## Workflows like it

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

- [**Analyze daily metrics with Google Sheets and Slack** 20 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/analyze-daily-metrics-with-google-sheets-and-slack)
- [**Automate school lunch allergy checks with Google Sheets** 20 steps · calls a model · Google Drive, Google Sheets](https://millionrounds.com/workflow/automate-school-lunch-allergy-checks-with-google-sheets)
- [**Compare Amazon prices with Google Shopping and Bright Data** 20 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/compare-amazon-prices-with-google-shopping-and-bright-data)
- [**Detect and triage risky OAuth apps with Claude and Slack** 20 steps · calls a model · Slack](https://millionrounds.com/workflow/detect-and-triage-risky-oauth-apps-with-claude-and-slack)
- [**Fill web forms from Google Sheets with OpenAI and Playwright** 20 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/fill-web-forms-from-google-sheets-with-openai-and-playwright)
- [**Generate conference synthetic personas with Slack and Gemini** 20 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/generate-conference-synthetic-personas-with-slack-and-gemini)