The flow
Starts it 2Model 11Logic 2
The steps in the order they run, from what starts it.
- 1Embeddings Google GeminiEmbeddings Google GeminiModel
- 2WebhookWebhookStarts it
- 3Window Buffer MemoryMemory Buffer WindowModel
- 4Groq Chat ModelLm Chat GroqModel
- 5Groq Chat Model1Lm Chat GroqModel
- 6SerpAPITool Serp ApiModel
- 7Pinecone Vector StoreVector Store PineconeModel
- 8Fields_MappingsSetLogic
- 9AI AgentAgentModel
- 10Basic LLM ChainChain LlmModel
- 11Question and Answer ChainChain Retrieval QaModel
- 12Answer questions with a vector storeTool Vector StoreModel
- 13Vector Store RetrieverRetriever Vector StoreModel
- 14MarkdownMarkdownLogic
- 15Respond to WebhookRespond To WebhookStarts it
How it's built
- Starts on
- Another system calling it
- Steps
- 15
- Size
- Medium: a working afternoon
- Connects to
- Pinecone
- Model
- Gemini, Groq
- 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 and Groq. 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 Gemini and Groq. 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. 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.
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.