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    AI search visibility report · 2026-06-07

    How AI assistants see rollworks.com

    rollworks.com has an AI visibility score of 52/100. The site passed 18 of 34 tests. Its strongest areas are Technical Accessibility and Citation & Source Quality. The areas to improve are Content Freshness and Readability.

    How ChatGPT, Claude and Perplexity read rollworks.com

    Readability30/100

    Result: weak. 0 of 4 tests passed.

    Very poor readability scores. Sentences are far too long and complex for general LLM optimization.

    Schema.org Markup48/100

    Result: weak. 3 of 5 tests passed.

    JSON-LD is present and valid, but missing core 'Organization' and 'WebSite' types. FAQ and AggregateRating are well-implemented.

    Authority & Trust Signals48/100

    Result: weak. 2 of 5 tests passed.

    Strong social proof via G2 badges and case studies, but lacks basic contact transparency (address/phone) and publication dates.

    Citation & Source Quality74/100

    Result: average. 3 of 4 tests passed.

    Excellent use of internal and external links for claim verification, though lacks links to high-authority .gov/.edu domains.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    Critical failure: No dates found in schema or visible text, making content appear stale to LLM crawlers.

    Content Structure73/100

    Result: average. 4 of 4 tests passed.

    Good use of semantic HTML sections, but heading hierarchy is slightly disorganized with skipped levels.

    Entity Definition43/100

    Result: weak. 2 of 4 tests passed.

    Brand consistency is strong, but the lack of Person schema for authors and Organization schema on the About page limits entity clarity.

    Technical Accessibility93/100

    Result: strong. 4 of 4 tests passed.

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

    How rollworks.com can improve its AI visibility

    • Implement Temporal Metadata (high priority)
    • Enhance Contact Transparency (high priority)
    • Deploy Core Entity Schema (high priority)
    • Simplify Sentence Structure (medium priority)
    • Define Author Entities (medium priority)

    How rollworks.com compares to its competitors