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    AI search visibility report · 2026-06-22

    How AI assistants see whylabs.ai

    whylabs.ai has an AI visibility score of 23/100. The site passed 6 of 34 tests. Its strongest areas are Citation & Source Quality and Technical Accessibility. The areas to improve are Content Freshness and Schema.org Markup.

    How ChatGPT, Claude and Perplexity read whylabs.ai

    Readability40/100

    Result: weak. 1 of 4 tests passed.

    High sentence length and low Flesch-Kincaid score make it difficult for general audiences, though appropriate for technical AI context.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    Zero Schema.org markup detected. No JSON-LD blocks present.

    Authority & Trust Signals12/100

    Result: weak. 0 of 5 tests passed.

    Lacks trust pages, publication dates, and formal credentials, though contact info is partially present.

    Citation & Source Quality53/100

    Result: weak. 2 of 4 tests passed.

    Good use of inline citations to GitHub repositories, though lacks external authoritative references.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    No dates found in metadata or visible text to establish recency.

    Content Structure30/100

    Result: weak. 1 of 4 tests passed.

    Complete lack of heading hierarchy and semantic HTML tags. Paragraph structure is the only saving grace.

    Entity Definition15/100

    Result: weak. 0 of 4 tests passed.

    No Organization schema or dedicated About page to define the entity clearly for LLMs.

    Technical Accessibility50/100

    Result: weak. 2 of 4 tests passed.

    Excellent crawler access and JS independence, but missing critical meta descriptions and social tags.

    How whylabs.ai can improve its AI visibility

    • Add JSON-LD Schema Markup (high priority)
    • Implement Heading Hierarchy (high priority)
    • Add Visible Publication Dates (high priority)
    • Add Meta Description and Social Meta Tags (medium priority)
    • Clarify Entity Transition Status (medium priority)

    How whylabs.ai compares to its competitors