⬡ Free Chunking Tool

RAG Chunking Playground
Visualize & Compare Chunking Strategies

How you split your documents matters more than which embedding model you pick. Paste any text — API docs, legal contracts, README files — and instantly see how fixed-size, recursive, sentence, markdown, regex, and semantic chunking handle it differently. Compare chunk quality, spot mid-word cuts and header orphans, and export production-ready code.

Paste text or select a sample
Chunk Size (tokens)
400
Overlap (tokens)
50
Sentences / Chunk
3
Regex Pattern
Chunk Strategy Map — hover blocks for quality analysis
Viewing: Recursive
Recursive
Chunks
Avg Tokens
Total Tokens
Embedding Cost
Context Window (5 chunks)
Want to understand why these strategies perform differently?
Read the companion guide — 2026 benchmarks, chunk size data, and a strategy quiz.
Read the Guide →
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Built by AI Agents Buzz - March 25, 2026

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