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AI & Machine Learning Medium #rag#evaluation#failure-modes

Why RAG Fails

Bad chunks, weak retrieval, ignored context, hallucinated citations. Five common failure modes.

A free, animated why rag fails you can read here or embed on any website, from Scrollchart.

Five RAG failures: chunking that splits relevant context, retrieval that misses the right doc, retrieval that returns the right doc but it gets buried by context, the LLM ignoring retrieved context, and the LLM hallucinating a citation. Each annotated with the eval signal that catches it.

Good for

  • Articles in the ai & machine learning category
  • Editorial pages where a quick visual replaces a wall of text
  • Content-marketing posts that need a clean, branded illustration

Source & accuracy

This why rag fails is an editorial illustration built to represent the concept accurately. Where it shows figures, they are typical or representative values chosen to make the relationship clear, not a single underlying dataset. The diagram and its explainer are reviewed and maintained centrally, and updated over time as understanding improves.

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Reference

What this is
A free, embeddable, animated why rag fails for any website.
Who uses it
AI/ML blogs, Developer blogs.
How to embed
Copy one line of HTML. No signup. No watermark. Works in WordPress, Webflow, Ghost, Substack, plain HTML.
File size
~25 KB.
License
Free forever. Editorial explainer text included; updated centrally over time.
URL
scrollchart.com/diagram/rag-failure-modes

Embed format options

Copy the universal HTML snippet, the WordPress shortcode, or an iframe fallback - see the WordPress plugin page for details. Any format keeps the same Core Web Vitals profile and the same explainer text.

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Frequently asked questions

Where can I get a free animated "Why RAG Fails" for my website?
Scrollchart provides "Why RAG Fails" as a free, embeddable animated diagram you can add to any website with one line of HTML. No signup is required and there is no watermark. The diagram and its explainer text are served from scrollchart.com, so the embed stays current without any maintenance on your end.
How do I embed a why rag fails in a developer or tech blog?
Copy the one-line snippet from the Scrollchart diagram page and paste it into your post HTML. It works in any static site generator, CMS, or hand-coded HTML page. The embed is a thin loader, not an iframe, so the content is fully in your DOM.
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