David Martinez

Rag Chunking Playground - Visualize and Compare RAG Chunking Strategies

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Free interactive RAG chunking tool: compare fixed-size, recursive, sentence, markdown, regex and semantic chunking side by side. Visualize chunk quality with green/yellow/red grading, see token counts and embedding costs, and export code for LangChain, LlamaIndex, and Haystack.

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David Martinez
Hey Product Hunt! We built RAG Chunking Playground because chunking is one of the most overlooked (but critical) parts of RAG. Most tutorials just say “use 512 tokens”… but in reality, chunking strategy can completely change retrieval quality. So we made a simple tool where you can: Compare 6 chunking strategies side-by-side Visually see where chunks break Test retrieval quality + estimate costs No setup, no backend — just paste your docs and experiment. Would love feedback from anyone building with RAG 🙏 What chunking strategies have worked (or failed) for you?