The flow
Starts it 3Model 13Logic 2Service 2
The steps in the order they run, from what starts it.
- 1OpenAI Chat ModelLm Chat Open AiModel
- 2When clicking ‘Test workflow’Manual triggerStarts it
- 3Embeddings OpenAI5Embeddings Open AiModel
- 4Embeddings OpenAI11Embeddings Open AiModel
- 5When chat message receivedChat triggerStarts it
- 6Simple MemoryMemory Buffer WindowModel
- 7New EmailGmail triggerStarts it
- 8Split emailsText Splitter Character Text SplitterModel
- 9Split emails1Text Splitter Character Text SplitterModel
- 10Embeddings OpenAIEmbeddings Open AiModel
- 11RAG AgentAgentModel
- 12Get all emailsGmailService
- 13Store Emails in Vector DBVector Store QdrantModel
- 14Store Emails in Vector DB1Vector Store QdrantModel
- 15Get new Email BodyGmailService
- 16Set proper metadataDocument Default Data LoaderModel
- 17Set proper metadata1Document Default Data LoaderModel
- 18Qdrant Email Vector StoreVector Store QdrantModel
- 19Refactor Email Body dataCodeLogic
- 20Loop over all emailsSplit In BatchesLogic
How it's built
- Starts on
- Someone opening a chat with it
- Steps
- 20, 1 loop or waits
- Size
- Medium: a working afternoon
- Connects to
- Gmail, 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 Gmail and Qdrant accounts, and a key for OpenAI. 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. 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. 20 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 itNothing 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 20 steps before you point it at anything that matters.