# AI-Powered Job Matching Pipeline: LinkedIn Scraping + LLM: n8n workflow

> Started by a clock. It calls services over plain HTTP rather than through connectors. It hands the judgement calls to Gemini.

Source: https://millionrounds.com/workflow/ai-powered-job-matching-pipeline-linkedin-scraping-llm (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)

# AI-Powered Job Matching Pipeline: LinkedIn Scraping + LLM

Started by a clock. It calls services over plain HTTP rather than through connectors. It hands the judgement calls to Gemini. 15 steps: a working afternoon to understand properly.

Medium Calls a model: Gemini

[Download free](https://millionrounds.com/login?next=%2Fapp%2Fworkflow%2Fai-powered-job-matching-pipeline-linkedin-scraping-llm)

**15 steps** Medium: a working afternoon

**0** Branches: places the flow splits

**0** Loops or waits

**0** Services by connector: it calls them over plain HTTP

## The flow

Starts it 1 Model 2 Logic 7 Service 5

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

- 1 **Schedule Trigger** Schedule trigger *Starts it*
- 2 **HTTP Request** Http Request *Service*
- 3 **Extract from File** Extract From File *Service*
- 4 **Message a model** Google Gemini *Model*
- 5 **Format Jobs** Code *Logic*
- 6 **LinkedIn Search URL** Code *Logic*
- 7 **Fetch LinkedIn Jobs** Http Request *Service*
- 8 **Parse Jobs** Code *Logic*
- 9 **Split Out** Split Out *Logic*
- 10 **Fetch Job Description** Http Request *Service*
- 11 **Extract JD** Code *Logic*
- 12 **Analyze Jobs with AI** Google Gemini *Model*
- 13 **Parse AI Results** Code *Logic*
- 14 **Format Telegram Messages** Code *Logic*
- 15 **HTTP Request1** Http Request *Service*

## How it's built

- **Starts on:** A clock
- **Steps:** 15
- **Size:** Medium: a working afternoon
- **Connects to:** Nothing by connector; it calls services over plain HTTP
- **Model:** Gemini

## Questions

What does it need to run?

An n8n account, and a key for Gemini. 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 Gemini. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 15 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 15 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%2Fai-powered-job-matching-pipeline-linkedin-scraping-llm)
- **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.

## Workflows like it

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

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- [**Analyze lost deal reasons from GoHighLevel conversations** 15 steps · calls a model · GoHighLevel](https://millionrounds.com/workflow/analyze-lost-deal-reasons-from-gohighlevel-conversations)
- [**Analyze real estate RSS deals with Groq and Google Sheets** 15 steps · calls a model · Gmail, Google Sheets](https://millionrounds.com/workflow/analyze-real-estate-rss-deals-with-groq-and-google-sheets)
- [**Analyze weekly Fireflies sales calls with OpenAI** 15 steps · calls a model · Google Sheets, Slack](https://millionrounds.com/workflow/analyze-weekly-fireflies-sales-calls-with-openai)
- [**Auto-generate sales presentations from Claap calls with OpenAI** 15 steps · calls a model · HubSpot, Slack](https://millionrounds.com/workflow/auto-generate-sales-presentations-from-claap-calls-with-open)
- [**Automate Client Onboarding with Google Drive and Slack** 15 steps · calls a model · Gmail, GoHighLevel](https://millionrounds.com/workflow/automate-client-onboarding-with-google-drive-and-slack)