Automation library · Documents and files

Index and query financial documents with Qdrant and Mistral

Started by an event in a connected app, and works across Qdrant. 16 steps, 3 branches: a working afternoon to understand properly.

MediumRetrieval

16 stepsMedium: a working afternoon
3Branches: places the flow splits
0Loops or waits
1Service it connects to

The flow

Starts it 1Model 4Logic 6Service 5

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

  1. 1When clicking "Test workflow"Manual triggerStarts it
  2. 2Embeddings Mistral CloudEmbeddings Mistral CloudModel
  3. 3Recursive Character Text SplitterText Splitter Recursive Character Text SplitterModel
  4. 4Set VariablesSetLogic
  5. 5Qdrant Vector StoreVector Store QdrantModel
  6. 6Default Data LoaderDocument Default Data LoaderModel
  7. 7Handle File EventSwitchLogic
  8. 8Search For Existing PointHttp RequestService
  9. 9Search For Existing Point1Http RequestService
  10. 10Read FileRead Write FileService
  11. 11Has Existing Point?IfLogic
  12. 12Has Existing Point?1IfLogic
  13. 13Prepare Embedding DocumentSetLogic
  14. 14Delete Existing Point1Http RequestService
  15. 15Delete Existing PointHttp RequestService
  16. 16Remap for File_Added FlowSetLogic

How it's built

Starts on
An event in a connected app
Steps
16, with 3 branches
Size
Medium: a working afternoon
Connects to
Qdrant
Model
None. This is plumbing, not judgement
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. You connect your own accounts after importing it; none are included.

What starts it?

It starts on an event in a connected app.

Does it use AI?

No. Every step is fixed logic or a call to a service, so it does the same thing every time.

How long does it take to set up?

Plan an afternoon. 16 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 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 16 steps before you point it at anything that matters.