Automation library · Documents and files

Build a financial documents assistant with Qdrant and Mistral

Started by someone opening a chat with it, and works across Qdrant. It puts Mistral behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 23 steps, 3 branches: large, and worth reading before you trust it with anything live.

LargeCalls a model: MistralRetrieval

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23 stepsLarge: read it before trusting it with anything live
3Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 3Model 9Logic 6Service 5

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

  1. 1Local File TriggerLocal File triggerStarts it
  2. 2When clicking "Test workflow"Manual triggerStarts it
  3. 3Embeddings Mistral CloudEmbeddings Mistral CloudModel
  4. 4Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
  5. 5Chat TriggerChat triggerStarts it
  6. 6Mistral Cloud Chat ModelLm Chat Mistral CloudModel
  7. 7Embeddings Mistral Cloud1Embeddings Mistral CloudModel
  8. 8Set VariablesSetLogic
  9. 9Qdrant Vector StoreVector Store QdrantModel
  10. 10Default Data LoaderDocument Default Data LoaderModel
  11. 11Question and Answer ChainChain Retrieval QaModel
  12. 12Qdrant Vector Store1Vector Store QdrantModel
  13. 13Handle File EventSwitchLogic
  14. 14Vector Store RetrieverRetriever Vector StoreModel
  15. 15Search For Existing PointHttp RequestService
  16. 16Search For Existing Point1Http RequestService
  17. 17Read FileRead Write FileService
  18. 18Has Existing Point?IfLogic
  19. 19Has Existing Point?1IfLogic
  20. 20Prepare Embedding DocumentSetLogic
  21. 21Delete Existing Point1Http RequestService
  22. 22Delete Existing PointHttp RequestService
  23. 23Remap for File_Added FlowSetLogic

How it's built

Starts on
Someone opening a chat with it
Steps
23, with 3 branches
Size
Large: read it before trusting it with anything live
Connects to
Qdrant
Model
Mistral
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 Mistral. 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 Mistral. 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?

Take your time. At 23 steps it is large: read it before trusting it with anything live.

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 23 steps before you point it at anything that matters.