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    AI search visibility report · 2026-06-04

    How AI assistants see joshwcomeau.com

    joshwcomeau.com has an AI visibility score of 46/100. The site passed 15 of 34 tests. Its strongest areas are Technical Accessibility and Readability. The areas to improve are Content Freshness and Schema.org Markup.

    How ChatGPT, Claude and Perplexity read joshwcomeau.com

    Readability90/100

    Result: strong. 4 of 4 tests passed.

    High readability with appropriate sentence lengths and clear, active voice. Very accessible for LLM processing.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    Total absence of JSON-LD schema. This is the most significant barrier to LLM optimization for this site.

    Authority & Trust Signals30/100

    Result: weak. 2 of 5 tests passed.

    Strong contact and trust pages, but lacks structured author credentials and social proof (reviews/ratings) in a machine-readable format.

    Citation & Source Quality48/100

    Result: weak. 0 of 4 tests passed.

    While the content is high quality, it lacks formal citations, primary source attribution, and authoritative outbound links that LLMs use for verification.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    Critical failure: No dates are present in the HTML, metadata, or visible text, making it impossible for LLMs to determine content recency.

    Content Structure90/100

    Result: strong. 4 of 4 tests passed.

    Excellent semantic structure and heading hierarchy. The site is very well-organized for both humans and machines.

    Entity Definition30/100

    Result: weak. 1 of 4 tests passed.

    Brand consistency is strong, but the lack of Person/Organization schema and term definitions hinders automated entity mapping.

    Technical Accessibility95/100

    Result: strong. 4 of 4 tests passed.

    Excellent technical foundation with full AI crawler access, low JS dependency for content, and strong social metadata.

    How joshwcomeau.com can improve its AI visibility

    • Implement Core JSON-LD Schema (high priority)
    • Add Article Schema to Tutorials (high priority)
    • Expose Publication/Update Dates (high priority)
    • Strengthen Author Entities (medium priority)
    • Improve Outbound Citation Quality (medium priority)

    How joshwcomeau.com compares to its competitors