The flow
Starts it 2Model 12Logic 3Service 2
The steps in the order they run, from what starts it.
- 1When clicking ‘Execute workflow’Manual triggerStarts it
- 2Generate Embeddings1Embeddings Open AiModel
- 3Character Text SplitterText Splitter Character Text SplitterModel
- 4When chat message receivedChat triggerStarts it
- 5OpenAI Chat ModelLm Chat Open AiModel
- 6Embeddings OpenAIEmbeddings Open AiModel
- 7Simple MemoryMemory Buffer WindowModel
- 8billing-airtableAirtable ToolService
- 9OpenRouter Chat ModelLm Chat Open RouterModel
- 10HTTP RequestHttp RequestService
- 11Store in Pinecone1Vector Store PineconeModel
- 12Default Data Loader1Document Default Data LoaderModel
- 13Chat AgentAgentModel
- 14Knowledge ToolTool Vector StoreModel
- 15Pinecone Store (Q&A)Vector Store PineconeModel
- 16Billing ToolAgent ToolModel
- 17Exctract HTML BodySetLogic
- 18MarkdownMarkdownLogic
- 19Normalize TextCodeLogic
How it's built
- Starts on
- Someone opening a chat with it
- Steps
- 19
- Size
- Medium: a working afternoon
- Connects to
- Airtable, Pinecone
- Model
- OpenAI, OpenRouter
- 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 Airtable and Pinecone accounts, and a key for OpenAI and OpenRouter. You connect your own accounts after importing it; none are included.
What starts it?
It starts on someone opening a chat with it.
Does it use AI?
Yes. It calls OpenAI and OpenRouter. 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. 19 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 19 steps before you point it at anything that matters.