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RAG & Knowledge Bases

Answer Staff Questions in Slack with a RAG Chatbot

When a Slack message arrives, an agent using OpenAI or Claude searches company documents from Google Drive in Qdrant and replies in Slack.

What it does

# Slack AI Chatbot Workflow with RAG Imagine having an AI chatbot on Slack that seamlessly integrates with your company’s workflow, automating repetitive requests. No more digging through emails or documents to find answers about IT requests, company policies, or vacation days—just ask the bot, and it will instantly provide the right information. With its 24/7 availability, the chatbot ensures that team members get immediate support without waiting for a colleague to be online, making assistance faster and more efficient.

The steps

  1. AI Agent
  2. Simple Memory
  3. Embeddings OpenAI1
  4. RAG
  5. Calculator
  6. Get message
  7. Send message
  8. When clicking ‘Test workflow’
  9. Create collection
  10. Refresh collection
  11. Get folder
  12. Download Files
  13. Default Data Loader
  14. Token Splitter

17 steps in total.

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