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    AI search visibility report · 2026-06-08

    How AI assistants see redhat.com

    redhat.com has an AI visibility score of 41/100. The site passed 11 of 34 tests. Its strongest areas are Technical Accessibility and Content Structure. The areas to improve are Content Freshness and Schema.org Markup.

    How ChatGPT, Claude and Perplexity read redhat.com

    Readability30/100

    Result: weak. 0 of 4 tests passed.

    Content is highly technical with very long sentences, making it difficult for general LLM processing.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    Complete absence of JSON-LD structured data blocks.

    Authority & Trust Signals24/100

    Result: weak. 1 of 5 tests passed.

    Strong trust pages and contact options, but lacks author credentials and social proof in structured formats.

    Citation & Source Quality48/100

    Result: weak. 0 of 4 tests passed.

    Minimal use of authoritative outbound links or formal inline citations for factual claims.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    Metadata contains dates, but they are not consistently visible or structured for LLM extraction.

    Content Structure72/100

    Result: average. 3 of 4 tests passed.

    Excellent heading hierarchy and organization, though semantic HTML usage is moderate.

    Entity Definition58/100

    Result: weak. 3 of 4 tests passed.

    Clear brand consistency and about page, but lacks structured author identification.

    Technical Accessibility100/100

    Result: strong. 4 of 4 tests passed.

    Excellent technical setup with full AI crawler access and strong social metadata.

    How redhat.com can improve its AI visibility

    • Add JSON-LD Schema Markup (high priority)
    • Expose Content Dates (high priority)
    • Improve Content Readability (medium priority)
    • Enhance Author Transparency (medium priority)
    • Strengthen External Citations (low priority)

    How redhat.com compares to its competitors