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Match resumes to LinkedIn jobs with Groq and Google Sheets

Started by someone submitting a form, and works across Google Sheets. It hands the judgement calls to Groq. 12 steps, 2 loops or waits: a working afternoon to understand properly.

MediumCalls a model: Groq

12 stepsMedium: a working afternoon
0Branches: places the flow splits
2Loops or waits
1Service it connects to

The flow

Starts it 1Model 2Logic 6Service 3

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

  1. 1Job Matcher formForm triggerStarts it
  2. 2Groq Chat ModelLm Chat GroqModel
  3. 3Extract ResumeExtract From FileService
  4. 4AI AgentAgentModel
  5. 5HTTP RequestHttp RequestService
  6. 6toJSONCodeLogic
  7. 7Loop Over ItemsSplit In BatchesLogic
  8. 8WaitWaitLogic
  9. 9CollectorCodeLogic
  10. 10SortSortLogic
  11. 11LimitLimitLogic
  12. 12Append or update row in sheetGoogle SheetsService

How it's built

Starts on
Someone submitting a form
Steps
12, 2 loops or waits
Size
Medium: a working afternoon
Connects to
Google Sheets
Model
Groq

Questions

What does it need to run?

An n8n account, plus your own Google Sheets account, and a key for Groq. 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 Groq. 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.