AI systems chunk content for retrieval. Use clear headings, short paragraphs, and direct answers. Avoid burying info in long prose.
AI retrieval systems "chunk" your content into segments of 200-500 words. Each chunk is evaluated independently. If your key information spans across two chunks, it may never be retrieved. Make every section self-contained with its own clear answer.
Read each H2 section of your content in isolation. Does it make sense without reading the rest of the page? If a section relies on context from earlier sections, add that context inline. Each chunk should be independently useful.
Rewrite headings to match how people ask questions to AI assistants. "What is [topic]?", "How does [topic] work?", "Why is [topic] important?". AI systems match user prompts to headings when deciding which content chunk to retrieve.
Long paragraphs dilute information density. Break them into focused 2-3 sentence chunks. Each paragraph should convey one clear point. This matches how AI retrieval systems tokenize and evaluate content relevance.
Apply the BLUF principle to every section: the first sentence after each heading should directly answer the implied question. Follow with evidence, examples, and nuance. AI systems heavily weight the opening text of each chunk.
AI retrieval systems struggle with PDFs: they can't follow internal links, tables render poorly, and formatting is often lost. Convert important PDF content to HTML web pages. If you must offer a PDF, also publish the same content as a web page.
Structured formats (bulleted lists, numbered steps, HTML tables) are easier for AI to parse than dense paragraphs. When comparing options, use tables. When listing steps, use numbered lists. When listing items, use bullets.
Restructure this content for optimal AI retrieval: [PASTE YOUR CONTENT] Optimize by: 1. Breaking long paragraphs into focused 2-3 sentence chunks 2. Adding clear H2/H3 headings that match likely user queries 3. Leading each section with the key fact/answer (BLUF method) 4. Adding a TL;DR or key takeaway box at the top 5. Converting implicit information into explicit, parseable statements 6. Removing filler phrases that dilute information density Ensure each section can standalone as a useful "chunk" when retrieved by an AI system.
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