Automation library · Alerts and monitoring

Summarize Google Play Store reviews with Pinecone and Slack

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. 19 steps, 2 loops or waits: a working afternoon to understand properly.

MediumCalls a model: OpenAIRetrieval

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

The flow

Starts it 2Model 7Logic 8Service 2

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

  1. 1Daily TriggerSchedule triggerStarts it
  2. 2Embeddings OpenAIEmbeddings Open AiModel
  3. 3Default Data LoaderDocument Default Data LoaderModel
  4. 4OpenAI Chat Model1Lm Chat Open AiModel
  5. 5Embeddings OpenAI1Embeddings Open AiModel
  6. 6Weekly triggerSchedule triggerStarts it
  7. 7Set the bundle idsSetLogic
  8. 8Pinecone Vector StoreVector Store PineconeModel
  9. 9AI Agent - Summary creatorAgentModel
  10. 10Pinecone Vector Store1Vector Store PineconeModel
  11. 11Set app detailsSetLogic
  12. 12Split OutSplit OutLogic
  13. 13Loop Over ItemsSplit In BatchesLogic
  14. 14Send to Slack channelSlackService
  15. 15Split Out1Split OutLogic
  16. 16HTTP RequestHttp RequestService
  17. 17Loop Over Items1Split In BatchesLogic
  18. 18Split Out4Split OutLogic
  19. 19FilterFilterLogic

How it's built

Starts on
A clock
Steps
19, 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. 19 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 19 steps before you point it at anything that matters.