# LinkedIn Job Matcher (CV-Driven) Slack Alerts with OpenAI: n8n workflow

> Started by someone submitting a form, and works across Apify. It hands the judgement calls to OpenAI.

Source: https://millionrounds.com/workflow/linkedin-job-matcher-cv-driven-slack-alerts-with-openai (Millionrounds; every figure on the page links to its filing or article)

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

# LinkedIn Job Matcher (CV-Driven) Slack Alerts with OpenAI

Started by someone submitting a form, and works across Apify. It hands the judgement calls to OpenAI. 26 steps, 2 loops or waits: large, and worth reading before you trust it with anything live.

Large Calls a model: OpenAI

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Flinkedin-job-matcher-cv-driven-slack-alerts-with-openai)

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

**0** Branches: places the flow splits

**2** Loops or waits

**1** Service it connects to

## The flow

Starts it 2 Model 6 Logic 15 Service 3

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

- 1 **📤 Upload CV (Form Trigger)** Form trigger *Starts it*
- 2 **⏰ Daily 9AM Trigger** Schedule trigger *Starts it*
- 3 **OpenAI Chat Model** Lm Chat Open Ai *Model*
- 4 **OpenAI Chat Model4** Lm Chat Open Ai *Model*
- 5 **OpenAI Chat Model1** Lm Chat Open Ai *Model*
- 6 **Structured Output Parser** Output Parser Structured *Model*
- 7 **🧷 Normalize CV Binary** Code *Logic*
- 8 **📥 Load Saved Profile** Code *Logic*
- 9 **🤖 AI Job Matcher** Agent *Model*
- 10 **🧠 CV → Profile + Search Config (LLM)1** Agent *Model*
- 11 **📄 Extract CV Text (PDF)** Extract From File *Service*
- 12 **🔎 Build LinkedIn URL + Apify Input** Code *Logic*
- 13 **🧩 Parse Batch Results1** Code *Logic*
- 14 **💾 Save Profile (Static Data)** Code *Logic*
- 15 **Run an Actor and get dataset** Apify *Service*
- 16 **🔀 Merge Results With Jobs1** Code *Logic*
- 17 **🧮 Init Run Stats1** Code *Logic*
- 18 **➕ Update Stats1** Code *Logic*
- 19 **🔄 Loop Jobs** Split In Batches *Logic*
- 20 **✅ Filter High Matches** Filter *Logic*
- 21 **📈 Summary Stats** Code *Logic*
- 22 **📦 Build Batch Payload1** Code *Logic*
- 23 **📝 Format Slack Message** Code *Logic*
- 24 **🔚 Done** No Op *Logic*
- 25 **Wait1** Wait *Logic*
- 26 **📣 Send to Slack** Http Request *Service*

## How it's built

- **Starts on:** Someone submitting a form
- **Steps:** 26, 2 loops or waits
- **Size:** Large: read it before trusting it with anything live
- **Connects to:** Apify
- **Model:** OpenAI

## Questions

What does it need to run?

An n8n account, plus your own Apify account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone submitting a form.

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?

Take your time. At 26 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 26 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%2Flinkedin-job-matcher-cv-driven-slack-alerts-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)

## Workflows like it

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

- [**Automate job search & applications with OpenRouter and Apify** 29 steps · calls a model · Apify, Gmail](https://millionrounds.com/workflow/automate-job-search-and-applications-with-openrouter-and-api)
- [**Log new hiring leads from Apify to Sheets with OpenAI** 17 steps · calls a model · Apify, Google Sheets](https://millionrounds.com/workflow/log-new-hiring-leads-from-apify-to-sheets-with-openai)
- [**Turn LinkedIn job posts into sales signals with Apify** 13 steps · calls a model · Apify, Gmail](https://millionrounds.com/workflow/turn-linkedin-job-posts-into-sales-signals-with-apify)
- [**Build a LinkedIn hiring-signal data table with Apify and Slack** 10 steps · Apify, Slack](https://millionrounds.com/workflow/build-a-linkedin-hiring-signal-data-table-with-apify-and-sla)
- [**Log weekly LinkedIn hiring signals to Google Sheets with Apify** 7 steps · Apify, Google Sheets](https://millionrounds.com/workflow/log-weekly-linkedin-hiring-signals-to-google-sheets-with-api)
- [**Create sales and growth hiring leads CSV from careers pages** 5 steps · Apify](https://millionrounds.com/workflow/create-sales-and-growth-hiring-leads-csv-from-careers-pages)