Per-Token Content Information Density & Information Gain Scorer
Calculate per-token value, quantitative statistics density, and penalty for generic AI filler to maximize AI search citation probability.
What is the Information Density Scorer?
The Information Density Scorer by CompleteSEOTools is an enterprise artificial intelligence search optimization utility engineered to maximize visibility, retrieval accuracy, and citation authority across ChatGPT Search, Perplexity AI, Google AI Overviews, and Claude.
How to Use the Information Density Scorer (Step-by-Step)
Input Text or URL
Enter candidate paragraphs, prompt queries, or select AI crawler permissions.
Analyze & Generate
Calculate Information Gain, audit citations, or build llms.txt & schema files.
Deploy to Production
Deploy the llms.txt file to root, update robots.txt, or add QAPage schema.
AI Search Engine & Answer Engine Optimization (AEO) Guidelines
Winning placement in AI answers requires high information density per token, unblocked AI crawlers (GPTBot, PerplexityBot), clear semantic headings (H2/H3) for RAG chunking, quantitative statistics, and explicit entity definitions.
Frequently Asked Questions (FAQs)
Information Gain is a Google-patented ranking metric that measures how much unique, net-new factual information a page provides beyond other ranking search results.