Entity Extractor
Extract entities (brands, products, people, locations, topics) from your webpage.
Entity Types We Extract
What This Tool Analyzes
Named Entity Recognition
Identifies and categorizes named entities including brands, products, people, and organizations.
Topic Extraction
Extracts the main topics and themes that AI systems associate with your content.
Entity Clarity Scoring
Scores how clearly your content defines entities, which directly impacts AI citation probability.
Confidence Analysis
Measures how confidently AI systems can identify each entity in your content.
How to Use This Tool
- 1Enter your page URL - Paste the URL of the page you want to extract entities from.
- 2Review extracted entities - See all identified entities with their types, confidence scores, and mention counts.
- 3Improve entity clarity - Use suggestions to make entities more clearly defined for AI systems.
Frequently Asked Questions
What are entities and why do they matter for AI SEO?
Entities are specific, identifiable things (brands, people, products, locations, organizations) that AI systems use to understand and categorize content. Clear entity definition helps AI systems correctly reference your content.
What is a good entity clarity score?
An entity clarity score of 70+ means your content clearly defines its key entities. Scores below 40 suggest that AI systems may struggle to understand what your content is about.
How can I improve entity clarity?
Use structured data (Schema.org) to define entities, include clear entity definitions in your content, use consistent naming, and link to authoritative sources about each entity.
What types of entities does the extractor identify?
The extractor identifies five main entity types: brands and company names, products and services, people and authors, locations and regions, and topical concepts. Each is scored for confidence level and mention frequency.
Why do some entities have low confidence scores?
Low confidence usually means the entity is mentioned without sufficient context — for example, referring to "Apple" without clarifying whether you mean the technology company or the fruit. Add disambiguating context on first mention to boost confidence.
How does entity clarity differ from keyword optimization?
Keywords focus on search query matching, while entity clarity focuses on helping AI systems understand what your content is about at a semantic level. Entity clarity determines whether AI can correctly attribute facts to the right subject in its knowledge graph.
Why Entity Clarity Is Essential for AI Citation
Entity clarity is one of the most critical yet overlooked factors in AI citation. When AI systems cannot confidently identify the entities in your content — your brand, products, key people, or locations — they cannot attribute information to you correctly. Ambiguous or poorly defined entities are a leading cause of missed citation opportunities across all AI platforms.
The Entity Extractor reveals exactly how AI systems interpret your page's entities, including confidence scores and categorization accuracy. By identifying low-confidence entities and ambiguous references, you can make targeted fixes that directly improve your citation probability, especially on platforms like DeepSeek and Google AI Overview that weight entity clarity heavily.
Best Practices
Define Entities in the First Paragraph
Introduce your brand, product, and key entities explicitly in the opening paragraph. AI systems weight early mentions heavily, and clear first-paragraph definitions prevent ambiguity from propagating through the rest of your content.
Use Consistent Entity Naming
Pick one canonical name for each entity and use it consistently throughout the page. Alternating between abbreviations, full names, and variations confuses AI entity recognition and reduces citation attribution accuracy.
Add Organization Schema Markup
Supplement entity definitions with Organization or Person schema in JSON-LD format. Schema markup provides AI systems with explicit, unambiguous entity definitions that override any textual ambiguity in your content.