Automation library · Content

Classify LinkedIn posts as quality or slop with OpenAI

Started by another system calling it, and works across Qdrant. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 23 steps, 2 branches, 1 loop or waits: large, and worth reading before you trust it with anything live.

LargeCalls a model: OpenAIRetrieval

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23 stepsLarge: read it before trusting it with anything live
2Branches: places the flow splits
1Loop or waits
1Service it connects to

The flow

Starts it 3Model 7Logic 13

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

  1. 1WebhookWebhookStarts it
  2. 2Structured Output ParserOutput Parser StructuredModel
  3. 3Embeddings OpenAIEmbeddings Open AiModel
  4. 4Default Data LoaderDocument Default Data LoaderModel
  5. 5OpenAI Chat ModelLm Chat Open AiModel
  6. 6Switch by actionSwitchLogic
  7. 7Analyze postsChain LlmModel
  8. 8Store postVector Store QdrantModel
  9. 9Retrieve similar postsVector Store QdrantModel
  10. 10Split OutSplit OutLogic
  11. 11Respond to WebhookRespond To WebhookStarts it
  12. 12Respond to Webhook1Respond To WebhookStarts it
  13. 13MergeMergeLogic
  14. 14Skip empty itemsFilterLogic
  15. 15Filter by similarity scoreFilterLogic
  16. 16Loop Over ItemsSplit In BatchesLogic
  17. 17If similar posts foundIfLogic
  18. 18AggregateAggregateLogic
  19. 19Prepare fieldsSetLogic
  20. 20Prepare output1SetLogic
  21. 21Aggregate1AggregateLogic
  22. 22No OperationNo OpLogic
  23. 23Prepare outputSetLogic

How it's built

Starts on
Another system calling it
Steps
23, with 2 branches, 1 loop or waits
Size
Large: read it before trusting it with anything live
Connects to
Qdrant
Model
OpenAI
Retrieval
Answers are drawn from documents you supply, not from the model alone

Questions

What does it need to run?

An n8n account, plus your own Qdrant account, and a key for OpenAI. 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 OpenAI. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Take your time. At 23 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 23 steps before you point it at anything that matters.