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    AI search visibility report · 2026-10-18

    How AI assistants see lemmy.world

    lemmy.world has an AI visibility score of 35/100. The site passed 6 of 34 tests. Its strongest areas are Technical Accessibility and Citation & Source Quality. The areas to improve are Schema.org Markup and Content Freshness.

    How ChatGPT, Claude and Perplexity read lemmy.world

    Readability30/100

    Result: weak. 0 of 4 tests passed.

    The site has very long sentences and low readability scores due to the nature of aggregated social media content.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    There is a complete absence of JSON-LD or any structured data markup on the homepage.

    Authority & Trust Signals28/100

    Result: weak. 0 of 5 tests passed.

    The site lacks a dedicated about page and detailed contact information. Trust pages are limited to terms of service.

    Citation & Source Quality67/100

    Result: average. 2 of 4 tests passed.

    The site functions as a link aggregator with many outbound links, but lacks citations to authoritative academic or government sources.

    Content Freshness15/100

    Result: weak. 1 of 4 tests passed.

    Content is updated frequently by users, but the site lacks machine-readable publication and modification dates in the HTML.

    Content Structure59/100

    Result: weak. 1 of 4 tests passed.

    While semantic HTML is excellent, the heading hierarchy is broken with 40 H1 tags, and paragraph structure is fragmented.

    Entity Definition20/100

    Result: weak. 0 of 4 tests passed.

    The brand is consistent, but the lack of an about page and author schemas makes entity definition weak for LLMs.

    Technical Accessibility74/100

    Result: average. 2 of 4 tests passed.

    AI crawlers are permitted and content is accessible without JS, but social meta and meta descriptions are poor.

    How lemmy.world can improve its AI visibility

    • Implement Core JSON-LD Schemas (high priority)
    • Fix Heading Hierarchy (high priority)
    • Expand Meta Description (medium priority)
    • Establish Entity Authority via About Page (medium priority)
    • Improve Paragraph Substance (low priority)

    How lemmy.world compares to its competitors