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    AI search visibility report · 2026-04-25

    How AI assistants see stackql.io

    stackql.io has an AI visibility score of 79/100. The site passed 31 of 34 tests. Its strongest areas are Content Freshness and Technical Accessibility. The areas to improve are Citation & Source Quality and Entity Definition.

    How ChatGPT, Claude and Perplexity read stackql.io

    Readability80/100

    Result: strong. 4 of 4 tests passed.

    Technical content is clear and well-structured, though jargon-heavy (expected for the niche).

    Schema.org Markup75/100

    Result: average. 5 of 5 tests passed.

    Basic JSON-LD present (SoftwareApplication, Breadcrumb), but missing more granular content schemas.

    Authority & Trust Signals70/100

    Result: average. 4 of 5 tests passed.

    Strong contact and trust pages, but lacks individual author credentials and person-level schema.

    Citation & Source Quality60/100

    Result: average. 4 of 4 tests passed.

    Good internal linking and claim verification, but lacks external primary source citations in the analyzed content.

    Content Freshness95/100

    Result: strong. 4 of 4 tests passed.

    Excellent freshness with a very recent 'Last updated' date (March 2026) and current copyright.

    Content Structure85/100

    Result: strong. 4 of 4 tests passed.

    Well-organized documentation structure with clear hierarchy and semantic HTML usage.

    Entity Definition65/100

    Result: average. 2 of 4 tests passed.

    Brand consistency is strong, but lacks a dedicated About page and author identification.

    Technical Accessibility90/100

    Result: strong. 4 of 4 tests passed.

    Excellent meta descriptions and social tags; Docusaurus provides a solid technical foundation.

    How stackql.io can improve its AI visibility

    • Implement TechnicalArticle Schema (high priority)
    • Add Author Person Schema (high priority)
    • Create Dedicated About Page (medium priority)
    • Optimize robots.txt for AI Bots (medium priority)
    • Increase Outbound Citations (low priority)

    How stackql.io compares to its competitors