LLMaoLLMao

    AI search visibility report · 2026-10-16

    How AI assistants see ansible.com

    ansible.com has an AI visibility score of 44/100. The site passed 13 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 ansible.com

    Readability55/100

    Result: weak. 2 of 4 tests passed.

    Sentence length is good, but the technical nature of the content results in a very low Flesch Reading Ease score.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    No JSON-LD schema markup was detected on the page.

    Authority & Trust Signals32/100

    Result: weak. 1 of 5 tests passed.

    Trust pages are present, but the site lacks specific author credentials and structured publication data.

    Citation & Source Quality67/100

    Result: average. 2 of 4 tests passed.

    The site uses many internal and ecosystem links but lacks citations to third-party authoritative sources.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    No visible or structured dates are present to signal content recency.

    Content Structure71/100

    Result: average. 3 of 4 tests passed.

    Semantic HTML is used well, but the heading hierarchy is broken with no H1 tag.

    Entity Definition53/100

    Result: weak. 2 of 4 tests passed.

    The brand is consistent, but the lack of author identification and local entity schema limits definition.

    Technical Accessibility85/100

    Result: strong. 3 of 4 tests passed.

    Excellent crawler access and JS independence, but the meta description is too short.

    How ansible.com can improve its AI visibility

    • Implement JSON-LD Schema (high priority)
    • Fix Heading Hierarchy (high priority)
    • Add Publication and Update Dates (medium priority)
    • Optimize Meta Description (medium priority)
    • Strengthen Entity Definition (medium priority)

    How ansible.com compares to its competitors