Automation library · Hiring

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.

LargeCalls a model: OpenAI

Download free
26 stepsLarge: read it before trusting it with anything live
0Branches: places the flow splits
2Loops or waits
1Service it connects to

The flow

Starts it 2Model 6Logic 15Service 3

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

  1. 1📤 Upload CV (Form Trigger)Form triggerStarts it
  2. 2⏰ Daily 9AM TriggerSchedule triggerStarts it
  3. 3OpenAI Chat ModelLm Chat Open AiModel
  4. 4OpenAI Chat Model4Lm Chat Open AiModel
  5. 5OpenAI Chat Model1Lm Chat Open AiModel
  6. 6Structured Output ParserOutput Parser StructuredModel
  7. 7🧷 Normalize CV BinaryCodeLogic
  8. 8📥 Load Saved ProfileCodeLogic
  9. 9🤖 AI Job MatcherAgentModel
  10. 10🧠 CV → Profile + Search Config (LLM)1AgentModel
  11. 11📄 Extract CV Text (PDF)Extract From FileService
  12. 12🔎 Build LinkedIn URL + Apify InputCodeLogic
  13. 13🧩 Parse Batch Results1CodeLogic
  14. 14💾 Save Profile (Static Data)CodeLogic
  15. 15Run an Actor and get datasetApifyService
  16. 16🔀 Merge Results With Jobs1CodeLogic
  17. 17🧮 Init Run Stats1CodeLogic
  18. 18➕ Update Stats1CodeLogic
  19. 19🔄 Loop JobsSplit In BatchesLogic
  20. 20✅ Filter High MatchesFilterLogic
  21. 21📈 Summary StatsCodeLogic
  22. 22📦 Build Batch Payload1CodeLogic
  23. 23📝 Format Slack MessageCodeLogic
  24. 24🔚 DoneNo OpLogic
  25. 25Wait1WaitLogic
  26. 26📣 Send to SlackHttp RequestService

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.