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Power your Slack Workspace with an internal AI knowledge assistant using Retrieval-Augmented Generation (RAG) …
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Chat with Internal Docs via Slack + RAGS
SlackP
PineconeO
OpenAI EmbeddingsHow it works
Empower your employees to ask questions about company policy, API docs, and onboarding procedures directly inside Slack. This RAG workflow embeds Notion workspace pages into a Pinecone vector database and generates context-aware answers with source citations.
Key features
- Slack @mention event listener with thread responses
- Vector search over company documentation in Pinecone
- Accurate source page links attached to every answer
Step by step
- 01
Slack App Mention Event
Captures user query in Slack channel or thread.
- 02
Vector Retrieval
Generates text embedding and queries top-3 relevant documentation chunks in Pinecone.
- 03
Grounded LLM Answer
Synthesizes precise response using retrieved context.
What you need to connect
You connect your own accounts on install. The template never carries anyone else's credentials.
- Slack Bot OAuth Token
- OpenAI API Key
- Pinecone API Key & Index