Automation library · Research and reporting

Summarize Apple App Store reviews with Pinecone and OpenAI

Started by a clock, and works across Pinecone and Slack. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 20 steps, 2 loops or waits: a working afternoon to understand properly.

MediumCalls a model: OpenAIRetrieval

20 stepsMedium: a working afternoon
0Branches: places the flow splits
2Loops or waits
2Services it connects to

The flow

Starts it 2Model 7Logic 8Service 3

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

  1. 1Embeddings OpenAI9Embeddings Open AiModel
  2. 2Default Data Loader8Document Default Data LoaderModel
  3. 3OpenAI Chat Model10Lm Chat Open AiModel
  4. 4Embeddings OpenAI12Embeddings Open AiModel
  5. 5Daily Trigger1Schedule triggerStarts it
  6. 6Weekly TriggerSchedule triggerStarts it
  7. 7Pinecone Vector Store9Vector Store PineconeModel
  8. 8AI Agent - SummariserAgentModel
  9. 9Pinecone Vector Store12Vector Store PineconeModel
  10. 10Set App Store app idsSetLogic
  11. 11Set App Store app ids1SetLogic
  12. 12Loop Over Items2Split In BatchesLogic
  13. 13Send to Slack channel1SlackService
  14. 14Split Out6Split OutLogic
  15. 15Split Out8Split OutLogic
  16. 16JWTJwtService
  17. 17Loop Over Items3Split In BatchesLogic
  18. 18HTTP Request - CUSTOMER REVIEWSHttp RequestService
  19. 19Split Out9Split OutLogic
  20. 20Filter1FilterLogic

How it's built

Starts on
A clock
Steps
20, 2 loops or waits
Size
Medium: a working afternoon
Connects to
Pinecone, Slack
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 Pinecone and Slack accounts, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on a clock.

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 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 20 steps before you point it at anything that matters.