Cosine Similarity & Semantic Vector Matcher
Measure the semantic similarity score between your content headings and target user search intents.
What is the Vector Distance Context Matcher?
The Vector Distance Context Matcher 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 Vector Distance Context Matcher (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)
A mathematical metric that measures how closely related two pieces of text are in high-dimensional semantic embedding space.