Automation library · AI assistants

WhatsApp unofficial AI bot with Groq and Pinecone

Started by another system calling it, and works across Pinecone and Redis. It puts Groq behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 26 steps, 3 branches: large, and worth reading before you trust it with anything live.

LargeCalls a model: GroqRetrieval

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26 stepsLarge: read it before trusting it with anything live
3Branches: places the flow splits
0Loops or waits
2Services it connects to

The flow

Starts it 3Model 14Logic 5Service 4

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

  1. 1Redis Chat MemoryMemory Redis ChatModel
  2. 2Groq Chat ModelLm Chat GroqModel
  3. 3Embeddings HuggingFace InferenceEmbeddings Hugging Face InferenceModel
  4. 4Webhook1WebhookStarts it
  5. 5Token SplitterText Splitter Token SplitterModel
  6. 6When clicking ‘Test workflow’Manual triggerStarts it
  7. 7Embeddings HuggingFace Inference1Embeddings Hugging Face InferenceModel
  8. 8Groq Chat Model1Lm Chat GroqModel
  9. 9Embeddings HuggingFace Inference2Embeddings Hugging Face InferenceModel
  10. 10AI AgentAgentModel
  11. 11Question and Answer ChainChain Retrieval QaModel
  12. 12Pinecone Vector StoreVector Store PineconeModel
  13. 13If7IfLogic
  14. 14Default Data LoaderDocument Default Data LoaderModel
  15. 15HTTP RequestHttp RequestService
  16. 16Pinecone Vector Store1Vector Store PineconeModel
  17. 17Pinecone Vector Store3Vector Store PineconeModel
  18. 18HTTP Request2Http RequestService
  19. 19Edit FieldsSetLogic
  20. 20No Operation, do nothingNo OpLogic
  21. 21Vector Store RetrieverRetriever Vector StoreModel
  22. 22Respond to WebhookRespond To WebhookStarts it
  23. 23RedisRedisService
  24. 24If5IfLogic
  25. 25Redis1RedisService
  26. 26If4IfLogic

How it's built

Starts on
Another system calling it
Steps
26, with 3 branches
Size
Large: read it before trusting it with anything live
Connects to
Pinecone, Redis
Model
Groq
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 Redis accounts, and a key for Groq. You connect your own accounts after importing it; none are included.

What starts it?

It starts on another system calling it.

Does it use AI?

Yes. It calls Groq. 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 26 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 26 steps before you point it at anything that matters.