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No. 15 / Claude AI

Claude AI / Anthropic / Entity Signals

How to make your business visible to the model that reads carefully.

Claude, built by Anthropic, evaluates content differently from other AI models. It places strong emphasis on structured information, consistent entity signals, and verifiable factual claims. Here is how Claude processes sources, what it looks for, and how to optimise your presence for this increasingly important AI surface.

Section 01

How Claude evaluates and uses sources.

Claude primarily draws on its training data to inform its responses. Unlike ChatGPT with browsing enabled or Perplexity with its search-first architecture, Claude does not perform live web searches for every query by default. This means that the content Claude uses to form its understanding of your business was ingested during training. However, Claude's capabilities are expanding. With tool use and retrieval features, Claude can access external content when configured to do so. For businesses, this creates a dual optimisation challenge: your content needs to be present and well-structured in the training corpus, and it needs to be formatted for retrieval when Claude's capabilities extend to live access. The model is known for careful, nuanced analysis. It tends to weigh internally consistent, well-structured, and factually verifiable content more heavily than content that relies on marketing claims or lacks supporting evidence.

Section 02

Why structured data matters more for Claude.

Claude responds particularly well to structured information. Pages with clear schema markup, well-defined entity relationships, and unambiguous factual claims are more likely to be accurately represented in Claude's outputs. This is because structured data reduces the ambiguity that language models must resolve. When your Organisation schema clearly defines your business name, location, services, and expertise areas, Claude can resolve your entity with higher confidence. When your Article schema specifies the author, publication date, and topic, Claude can attribute information more accurately. The structured data does not just help the model find your content. It helps the model understand and correctly represent your content, which is the foundation of being cited rather than misrepresented.

  • Organisation schema: business name, location, services, founding details.
  • Person schema: author names, credentials, expertise areas.
  • Article and FAQ schema: topic clarity, date accuracy, structured answers.
  • Service schema: clear definitions of what your business offers.
  • SameAs properties: links between your site and authoritative external profiles.

Section 03

Entity consistency and why Claude rewards it.

Claude, like all large language models, builds an internal representation of entities based on the information it has seen across its training data. If your business appears with different names, descriptions, or service definitions across different sources, the model's internal representation becomes fragmented. This fragmentation reduces the likelihood that Claude will confidently cite your business for any specific query. Entity consistency means ensuring that your business name, description, key services, location, and expertise claims are identical across your website, Google Business Profile, LinkedIn, industry directories, and any other authoritative source. The more consistent these signals are, the stronger your entity representation becomes in Claude's internal model. This is not just about having a presence everywhere. It is about having the same, accurate presence everywhere. Consistency builds confidence, and model confidence drives citations.

  • Use the exact same business name across every platform and directory.
  • Describe your services using the same language and terminology everywhere.
  • Ensure location details are identical across all profiles.
  • Link all external profiles back to your canonical website URL.
  • Correct any outdated or inconsistent information on third-party sites.

Section 04

Practical steps to optimise for Claude.

Start by auditing your entity consistency. Search for your business name across the web and check whether every mention uses the same name, description, and details. Fix any inconsistencies. Next, implement comprehensive schema markup on your website. Organisation, Person, Article, FAQ, and Service schemas are the minimum. Ensure your content is factual, well-sourced, and free of unverifiable marketing claims. Claude responds better to content that says what you do with specificity and evidence rather than content that says you are the best without supporting data. Publish original content that demonstrates genuine expertise: case studies with real numbers, methodology explanations, industry analysis with supporting data. Finally, build your presence on authoritative third-party sources. Industry publications, professional directories, and knowledge bases all contribute to Claude's understanding of your entity.

  • Audit and fix entity consistency across all web presences.
  • Implement comprehensive schema markup on every important page.
  • Replace vague marketing claims with specific, verifiable statements.
  • Publish case studies with real numbers and methodology details.
  • Build presence on authoritative industry publications and directories.
  • Deploy a llms.txt file to guide AI crawlers to your best content.
  • Monitor Claude's responses about your business and industry monthly.

Common questions

Frequently asked.

Q.01Does Claude browse the web like ChatGPT does?

Not by default. Claude primarily relies on its training data. However, Claude can access external content through tool use and retrieval features when configured. Optimising for Claude requires attention to both training data presence and retrieval-friendly content formatting.

Q.02How do I know if Claude mentions my business?

You can test directly by asking Claude about your industry and business. Brain Buddy AI monitors Claude's responses to a live set of industry-relevant queries and tracks when your business is mentioned, how accurately it is described, and how it compares to competitors.

Q.03Is Claude more important than ChatGPT or Perplexity for my business?

It depends on your audience. Claude is widely used in professional, enterprise, and technical contexts. If your customers are in those segments, Claude visibility is highly valuable. A comprehensive GEO strategy covers all major engines rather than prioritising one over the others.

Q.04Can I influence what Claude says about my business?

You cannot directly edit Claude's training data. However, you can influence what it learns by ensuring that the most accurate, well-structured, and consistent information about your business is widely available across authoritative sources on the web. Entity consistency and structured data are your primary levers.

Chapter 07 / The closing word

See what Claude currently says about your business.

Run the free AI visibility audit. We check Claude, ChatGPT, Perplexity, and Google AI Overviews. See how each engine represents your business today.