RAG Chunking Visualizer

Learn and compare different text chunking strategies for Retrieval-Augmented Generation. Upload or paste text, select a strategy, and see how your document gets split into chunks.

Input Text

Drag & drop a text file or click to browse

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Chunking Strategy

Parameters

Select a Strategy

Basic

Choose a chunking strategy from the left panel to see how it works and when to use it.

Enter text and click "Visualize Chunks" to see the result

Tips for Better Chunking

  • Start with Recursive chunking - it's the best default choice for most use cases
  • Use 10-20% overlap to preserve context at chunk boundaries
  • Match your chunk size to your embedding model's optimal input length