Pipeline Active
Interactive RAG
Workbench
Watch your data flow through the complete retrieval-augmented generation pipeline in real-time with LangChain and Gemini. Debug, visualize, and master every stage.
CAPABILITIES
Core Features
Interactive visualizations for every stage of the RAG pipeline — from ingestion through to generation.
CHUNK
Text Splitting
Visualize how documents are split into meaningful chunks while preserving semantic coherence and context boundaries.
EMBED
Vector Embedding
See how text is transformed into numerical vectors and visualize their relationships in high-dimensional space.
RETRIEVE
Semantic Search
Experience real-time vector similarity search and understand how relevant context is retrieved from your knowledge base.
GENERATE
Context Generation
Watch how the LLM combines retrieved context with user queries to generate accurate, grounded responses.