Content Entity Extractor & Normalizer

Analyze any web page to extract key entities, questions, topics, and content structure for content optimization.

Note: This tool uses backend services that may take up to a minute to start up on first use. If your request doesn't process immediately, please wait a moment and try again.
How it works+

What this tool does

The Content Entity Extractor analyzes a single web page to identify key topics, entities, and content structure. It extracts the most frequently mentioned terms, categorizes them (Product, Audience, Intent/Quality), identifies related phrases, discovers latent topics using AI, and finds question-driven content to help you understand what makes content effective.

How it works

  1. Page Analysis: Enter a URL and the tool fetches the page, extracting text from main content areas (paragraphs, headings, lists). It identifies and counts all significant words, filtering out common stop words and meaningless entities.
  2. Entity Extraction: Key terms are extracted and automatically categorized into groups like Product/Service, Person/Audience, Location, Intent/Quality, or Topic/Concept based on keyword patterns and context.
  3. Context Analysis: For each entity, the tool finds related phrases (bigrams/trigrams) to show how terms are used in context, helping you understand the semantic relationships on the page.
  4. Priority Scoring: The Context Priority Score (CPS) uses a logarithmic formula that combines entity frequency with contextual importance, helping you identify the most significant topics on the page.
  5. Topic Modeling: The tool uses Latent Dirichlet Allocation (LDA) to discover hidden themes and topics within the content, calculating a Latent Entity Score (LES) that shows how interconnected entities are.
  6. Question Extraction: The tool identifies question-driven content by extracting interrogative statements and question intent phrases from the page, helping you understand user queries the content addresses.
  7. Structure Analysis: Headings are extracted and displayed to show the content structure, giving you insight into how the page is organized.

Use cases

  • Analyze any web page to understand its key topics and entity focus
  • Extract key topics and entities from your own pages for optimization insights
  • Discover important terminology and phrases used in the content
  • Identify question-driven content patterns and user intent signals
  • Understand content structure through heading analysis
  • Get actionable insights for content creation and optimization

Enter a single URL to extract entities, topics, questions, and content structure.