AI Search Ranking: Information Density vs Keyword Density Protocols
The engineering behind information density vs keyword density for AI dictates modern search visibility today. Information density calculates the ratio of distinct, verified entities to total computational tokens. Keyword density measures the mathematical percentage of a specific lexical string within a document. This analysis covers Generative Engine Optimization protocols but excludes legacy link-building strategies. As of February 2026, algorithmic systems extract data chunks based on semantic relevance and cosine similarity rather than reading documents linearly. Webmasters must adapt immediately. For more information, read this article: https://www.linkedin.com/pulse/information-density-vs-keyword-generative-engine-ai-search-nicor-hgurc/ The Mechanics of Semantic Vector Retrieval Large Language Models evaluate text through high-dimensional vector embeddings, treating conversational filler as computational waste. AI companies, such as Anthropic, face immense processing power cost...