The flow
Starts it 2Model 8Logic 1Service 1
The steps in the order they run, from what starts it.
- 1Detect New FilesGoogle Drive triggerStarts it
- 2Split into ChunksText Splitter Recursive Character Text SplitterModel
- 3Generate EmbeddingsEmbeddings Open AiModel
- 4Chat with a RAG AgentChat triggerStarts it
- 5Generate ResponseLm Chat Open AiModel
- 6Store ConversationMemory Buffer WindowModel
- 7Download as MarkdownHttp RequestService
- 8Add MetadataMergeLogic
- 9Load File Content & MetadataDocument Default Data LoaderModel
- 10Insert into Vector StoreVector Store QdrantModel
- 11Search DocumentsVector Store QdrantModel
- 12Answer QuestionsAgentModel
How it's built
- Starts on
- Someone opening a chat with it
- Steps
- 12
- Size
- Medium: a working afternoon
- 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 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. 12 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 12 steps before you point it at anything that matters.