Knowledge Base Component
November 25, 2025
Add AI-powered document search (RAG) into your app.
release
RAG / Knowledge Base Component
Add AI-powered document search to your app with the new RAG component. The component will automatically handle:
- Document upload and management
- Chunking the documents
- Creating the embeddings
- Similarity search across the embeddings to find relevant info based on your user’s prompt
- Handling search across your entire knowledge base
Perfect for building internal wikis, customer documentation sites, or chat-over-files features.
The component handles the complexity of semantic search—chunking, embeddings, and vector similarity.
Works great alongside the Agent component for conversational document Q&A.
You can learn more here: Knowledge base component page.