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    AI search visibility report · 2026-06-06

    How AI assistants see mongodb.com

    mongodb.com has an AI visibility score of 53/100. The site passed 17 of 34 tests. Its strongest areas are Technical Accessibility and Schema.org Markup. The areas to improve are Content Freshness and Readability.

    How ChatGPT, Claude and Perplexity read mongodb.com

    Readability30/100

    Result: weak. 0 of 4 tests passed.

    Extremely low readability score due to very long, complex sentences.

    Schema.org Markup74/100

    Result: average. 4 of 5 tests passed.

    Valid Organization schema present, but missing content-specific schemas.

    Authority & Trust Signals46/100

    Result: weak. 3 of 5 tests passed.

    Strong trust pages and contact info, but lacks author credentials and publication dates.

    Citation & Source Quality40/100

    Result: weak. 0 of 4 tests passed.

    Minimal external citations or primary source attribution on the homepage.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    No dates found in metadata or visible text to signal recency to LLMs.

    Content Structure63/100

    Result: average. 3 of 4 tests passed.

    Semantic HTML is present, but heading hierarchy is broken with multiple H1s.

    Entity Definition55/100

    Result: weak. 3 of 4 tests passed.

    Strong brand consistency and organization schema, but lacks author identification.

    Technical Accessibility100/100

    Result: strong. 4 of 4 tests passed.

    Excellent technical setup with full AI crawler access and social meta tags.

    How mongodb.com can improve its AI visibility

    • Fix Heading Hierarchy and Multiple H1s (high priority)
    • Add Content Freshness Signals (high priority)
    • Implement Content-Specific Schema (medium priority)
    • Enhance Author Entities (medium priority)
    • Optimize Sentence Length for Clarity (low priority)

    How mongodb.com compares to its competitors