AI Influence: Citation Media

Identifies which external sources AI is most likely to cite when retrieving information about your brand.

The specific URLs, domains, or articles from which the AI extracted and cited information comes from different types of medias. We categorize these into three different types.

  1. Earned Media (Third-Party Validation)
    Earned media refers to content sourced from independent, third-party authoritative outlets, such as professional reviews, publisher domains, and institutional sites.
  2. Brand Media (Owned Content)
    Brand media includes sites that are officially owned by the organization and directly provide products or services.
  3. Social Media (User-Generated Content)
    Social media encompasses content from community forums, social platforms, and user-generated sources. Platforms classified as Social include community-driven sites like Reddit, Quora, and YouTube.

Marketing impact

The insights about what sources AI choose in your brand's context should guide your content strategy, showing you precisely where to focus your efforts.

What sources does LLM's cite most? 

Media types changes depending on the llm, it's training data and access to the internet.

  • ChatGPT and Claude: These are noted as being "extremely earned-heavy," strongly privileging third-party validation and minimizing user-generated sources.
  • Perplexity: Tend to adopt a more hybrid or balanced strategy, incorporating a greater share of Brand and Social content compared to Claude and ChatGPT, but still prioritizing Earned sources overall.
  • Google Search (Traditional): Google maintains a more balanced distribution across Brand, Earned, and Social content, though its overall mix differs based on the specific search intent (informational, consideration, or transactional).

AI search engines today show a consistent and overwhelming bias toward Earned Media as shown in the graph below. 1 Where you can see what types of source media the different AI engines prefer in the two domains consumer electronics and automotive scanning 1,598 unique domains.

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Domain classification shares (Brand, Earned, Social) across verticals and engines.

AEO performance indicators

AI influence: Citations

Understand where an AI answer engine gets information from when it use external sources, including the source domain and specific page or article.

AI Influence: Share of Response

See how much of an AI answer’s content is related to your brand.

AI Influence: Position in Response

Measures how prominently your brand appears in AI answers, such as whether it is recommended first or ranked lower.

AI Influence: Citation Probability

The likelihood that information about your brand will be retrieved and cited by an AI answer engine.

AI Influence

Systematically tracks how often your brand, content, or expertise is chosen, cited, or recommended across all major AI answer engines.

AI Influence: Products and services

The specific products or service lines referenced in the AI's generated answers.

AI influence: Brand Keywords

The specific keywords, phrases, and terminology most often associated with your brand when AI cites it.

AI influence: Brand segments

All the specific segments of text where your brand is mentioned.

AI influence: Brand sentiment

The tone (positive, negative, or neutral) surrounding your AI Brand Mentions within the synthesized AI responses.

AI Influence: Brand Mentions

A count of all instances where engines explicitly reference or recommend your brand, product, or service in their responses.

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