Search Markaigen

Explore pages, articles, categories and tags.

Enter a keyword to begin.

    AI Search & GEO / In your browser

    RAG Chunk Visualizer

    See where context stays together.

    Start here

    What this tool helps you do

    Many AI assistants answer from retrieval: they split pages into chunks, store them and pull back the chunks that match a question. This tool splits your text the same way and shows which chunks carry your brand and topic, and which lose their context once they stand alone.

    Your workspace

    In your browser
    Your workspace

    Saved in this browser only. Every tool reads these details.

    From input to next step

    1. Enter a URL or paste your article.
    2. Set the chunk size and overlap, or keep the defaults of 512 and 50 tokens.
    3. Click a chunk to read it with your brand terms and weak openings highlighted.
    4. Rewrite weak chunks so each one names its subject and makes sense on its own.