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AI-powered CV filtering with Llama3.1 LLM and Google Drive

Started by another system calling it, and works across Google Drive and Google Sheets. It hands the judgement calls to a local model. 15 steps, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: a local model

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15 stepsMedium: a working afternoon
0Branches: places the flow splits
1Loop or waits
2Services it connects to

The flow

Starts it 2Model 4Logic 4Service 5

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

  1. 1Ollama ModelLm OllamaModel
  2. 2Structured Output ParserOutput Parser StructuredModel
  3. 3WebhookWebhookStarts it
  4. 4Basic LLM ChainChain LlmModel
  5. 5Auto-fixing Output ParserOutput Parser AutofixingModel
  6. 6Folder-searchGoogle DriveService
  7. 7CodeCodeLogic
  8. 8Loop Over ItemsSplit In BatchesLogic
  9. 9Output-sheetGoogle SheetsService
  10. 10Respond to WebhookRespond To WebhookStarts it
  11. 11Download-fileGoogle DriveService
  12. 12Input-criteriaGoogle SheetsService
  13. 13Extract from PDFExtract From FileService
  14. 14MergeMergeLogic
  15. 15AggregateAggregateLogic

How it's built

Starts on
Another system calling it
Steps
15, 1 loop or waits
Size
Medium: a working afternoon
Connects to
Google Drive, Google Sheets
Model
a local model

Questions

What does it need to run?

An n8n account, plus your own Google Drive and Google Sheets accounts, and a key for a local model. You connect your own accounts after importing it; none are included.

What starts it?

It starts on another system calling it.

Does it use AI?

Yes. It calls a local model. 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.