Automation library · Data collection

Create AI-ready vector datasets for LLMs with Bright Data

Started by an event in a connected app, and works across Pinecone. It puts Gemini behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 16 steps: a working afternoon to understand properly.

MediumCalls a model: GeminiRetrieval

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

The flow

Starts it 1Model 11Logic 1Service 3

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

  1. 1When clicking ‘Test workflow’Manual triggerStarts it
  2. 2Embeddings Google GeminiEmbeddings Google GeminiModel
  3. 3Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
  4. 4Google Gemini Chat Model1Lm Chat Google GeminiModel
  5. 5Google Gemini Chat Model2Lm Chat Google GeminiModel
  6. 6Google Gemini Chat ModelLm Chat Google GeminiModel
  7. 7Structured Output ParserOutput Parser StructuredModel
  8. 8Set Fields - URL and Webhook URLSetLogic
  9. 9Pinecone Vector StoreVector Store PineconeModel
  10. 10Default Data LoaderDocument Default Data LoaderModel
  11. 11AI AgentAgentModel
  12. 12Structured JSON Data FormatterChain LlmModel
  13. 13Information Extractor with Data FormatterInformation ExtractorModel
  14. 14Make a web requestHttp RequestService
  15. 15Webhook for structured dataHttp RequestService
  16. 16Webhook for structured AI agent responseHttp RequestService

How it's built

Starts on
An event in a connected app
Steps
16
Size
Medium: a working afternoon
Connects to
Pinecone
Model
Gemini
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 Pinecone account, and a key for Gemini. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an event in a connected app.

Does it use AI?

Yes. It calls Gemini. 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?

Plan an afternoon. 16 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 16 steps before you point it at anything that matters.