Content Information Density & Information Gain Scorer
Analyze content to calculate per-token value, quantitative data density, and filler word ratios to optimize for AI Overviews citations.
What is the Information Density Scorer?
The Information Density Scorer by CompleteSEOTools is an enterprise Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) utility designed to optimize websites for Google AI Overviews, ChatGPT Search, Perplexity AI, and Claude 3.5 discovery.
How to Use the Information Density Scorer (Step-by-Step)
Configure Content
Enter documentation URLs, paste draft copy, or select crawler permissions.
Calculate & Generate
Calculate per-token information gain or generate llms.txt & robots rules.
Deploy to Production
Save files to root (/llms.txt) or update on-page answer summaries.
Google AI Overviews & AEO Guidelines
Winning direct source citations in AI Overviews and ChatGPT Search requires high Information Gain scores, unambiguous structured schema data, direct 40-word answer summaries, and published llms.txt documentation files for LLM crawlers.
Frequently Asked Questions (FAQs)
Google patents define Information Gain as novel data, original stats, or unique insights present on your page that aren't already answered by other top ranking URLs.