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RAG & Knowledge Bases

Voice RAG Chatbot with ElevenLabs, Qdrant and OpenAI

When you run it or a voice request arrives by webhook, it indexes Google Drive files in Qdrant and an OpenAI agent answers questions for ElevenLabs voice.

What it does

# Voice RAG Chatbot with ElevenLabs and OpenAI ## Overview Automated workflow: Voice RAG Chatbot with ElevenLabs and OpenAI. This workflow integrates 15 different services: webhook, stickyNote, httpRequest, textSplitterTokenSplitter, vectorStoreQdrant. It contains 37 nodes and follows best practices for error handling and security. ## Workflow Details - Total Nodes: 37 - Node Types: 15 - Error Handling: ✅ Implemented - Security: ✅ Hardened (no sensitive data) - Documentation: ✅ Complete ## Node Breakdown - AI Agent: agent - Vector Store Tool: toolVectorStore - Qdrant Vector Store: vectorStoreQdrant - Embeddings OpenAI: embeddingsOpenAi - Sticky Note4: stickyNote - Sticky Note: stickyNote - When clicking ‘Test workflow’: manualTrigger - Create collection: httpRequest - Refresh collection: httpRequest - Get folder: googleDrive - ... and 27 more nodes ## Usage Instructions 1. Configure Credentials: Set up all required API keys and credentials 2. Update Variables: Replace any placeholder values with actual data 3. Test Workflow: Run in test mode to verify functionality 4. Deploy: Activate the workflow for production use ## Security Notes - All sensitive data has been removed or replaced with placeholders - Error handling is implemented for reliability - Follow security best practices when configuring credentials ## Troubleshooting - Check error logs if workflow fails - Verify all credentials are properly configured - Ensure all required services are accessible

The steps

  1. AI Agent
  2. Vector Store Tool
  3. Qdrant Vector Store
  4. Embeddings OpenAI
  5. When clicking ‘Test workflow’
  6. Create collection
  7. Refresh collection
  8. Get folder
  9. Download Files
  10. Default Data Loader
  11. Token Splitter
  12. Qdrant Vector Store1
  13. Embeddings OpenAI1
  14. Respond to ElevenLabs

61 steps in total.

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