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    AI search visibility report · 2026-10-18

    How AI assistants see vauban.io

    vauban.io has an AI visibility score of 53/100. The site passed 15 of 34 tests. Its strongest areas are Technical Accessibility and Content Structure. The areas to improve are Content Freshness and Citation & Source Quality.

    How ChatGPT, Claude and Perplexity read vauban.io

    Readability40/100

    Result: weak. 0 of 4 tests passed.

    The content is very difficult to read. Sentences are too long and the vocabulary is complex for general LLM processing.

    Schema.org Markup80/100

    Result: strong. 4 of 5 tests passed.

    Core schemas are valid and complete, but the site lacks content-specific schemas like Article or FAQ.

    Authority & Trust Signals40/100

    Result: weak. 1 of 5 tests passed.

    The site has good trust pages but lacks specific contact details and publication dates. Author credentials are not defined via schema.

    Citation & Source Quality12/100

    Result: weak. 0 of 4 tests passed.

    The site links to external manager profiles but lacks citations to primary legal or regulatory sources. Claims are not formally verified with inline citations.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    No dates are present in the schema or visible text to indicate when the content was last updated.

    Content Structure85/100

    Result: strong. 4 of 4 tests passed.

    Excellent heading hierarchy and semantic HTML usage. Paragraphs are well-structured for scanning.

    Entity Definition50/100

    Result: weak. 2 of 4 tests passed.

    Strong About page and Organization schema. However, individual authors are not defined as entities with Person schema.

    Technical Accessibility93/100

    Result: strong. 4 of 4 tests passed.

    Excellent technical setup. The site is accessible to AI crawlers and functions well without JavaScript.

    How vauban.io can improve its AI visibility

    • Implement Visible Content Timestamps (high priority)
    • Simplify Sentence Structure and Language (high priority)
    • Add Content-Specific Schema Markup (high priority)
    • Link to Authoritative Primary Sources (medium priority)
    • Enhance Transparency with Contact Details (medium priority)
    • Define Author Entities with Schema (medium priority)

    How vauban.io compares to its competitors