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Extractive summary for citation

ContentSummary Generator

Extractive summary of any content, formatted for LLM citation.

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Summary

60 words · 74% shorter

Generative Engine Optimization is the discipline of getting brands cited inside AI assistant answers like ChatGPT, Claude, Gemini and Perplexity. Brands optimized for GEO see citation lift within 30-60 days, with compounding ROI in months 4-9 as the entity layer matures. AI assistants prefer content with short sentences (12-18 words), grade-9-to-11 reading level and a Flesch reading ease of 55-70.

Why these sentences

#146.7

Generative Engine Optimization is the discipline of getting brands cited inside AI assistant answers like ChatGPT, Claude, Gemini and Perplexity.

Ideal length · Opening sentence · Claim structure

#442.8

Brands optimized for GEO see citation lift within 30-60 days, with compounding ROI in months 4-9 as the entity layer matures.

Ideal length · Contains fact

#941.3

AI assistants prefer content with short sentences (12-18 words), grade-9-to-11 reading level and a Flesch reading ease of 55-70.

Ideal length · Contains fact

How it works

The generator scores every sentence in your content on term frequency, length, fact density, claim structure and position. It then picks the top-N sentences and reorders them to their original position, producing an extractive summary that reads as a coherent TL;DR block.

Why extractive not abstractive

  • Extractive = verbatim - the summary uses your actual sentences. AI assistants can quote it without paraphrasing, which they prefer because paraphrasing risks hallucination.
  • Zero hallucination - nothing is invented. Every word in the summary came from your original content, which is exactly what AI assistants need to cite with confidence.
  • Drop-in ready - paste the summary at the top of your article as a "Key points" block. Wrap in schema (Article.description) for an extra citation signal.

Pair with

Once you have a summary, run it through the Citation Optimizer to verify it hits the citation-ready shape. Use the Structured Answer Builder to add atomic facts and a named source. Then update your meta description from the top-scored sentence. Full pattern: content-to-cite guide.

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