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RAG & Knowledge Bases

Answer WhatsApp Business Questions with an OpenAI RAG Chatbot

When a WhatsApp message arrives via the webhook, an OpenAI agent searches Google Drive documents stored in Qdrant and replies on WhatsApp.

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What it does

# STEP 4 ## RAG System * *Respond* webhook receives various POST Requests from Meta regarding WhatsApp messages (user messages + status notifications) * Check if the incoming JSON contains user message * Echo back the text message to the user. This is a custom message, not a WhatsApp Business template message

The steps

  1. Respond to Webhook
  2. AI Agent
  3. OpenAI Chat Model
  4. When clicking ‘Test workflow’
  5. Qdrant Vector Store
  6. Create collection
  7. Refresh collection
  8. Get folder
  9. Download Files
  10. Embeddings OpenAI
  11. Default Data Loader
  12. Token Splitter
  13. Verify
  14. Respond

22 steps in total.

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