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    AI search visibility report · 2026-10-18

    How AI assistants see harness.io

    harness.io has an AI visibility score of 52/100. The site passed 16 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 harness.io

    Readability30/100

    Result: weak. 0 of 4 tests passed.

    The content is very difficult to read with extremely long sentences and high technical complexity.

    Schema.org Markup68/100

    Result: average. 4 of 5 tests passed.

    Core schemas are valid and present, but content-specific schemas (Product, FAQ) are missing.

    Authority & Trust Signals42/100

    Result: weak. 3 of 5 tests passed.

    Trust pages and contact info are present, but the lack of publication dates and author credentials weakens the trust profile.

    Citation & Source Quality13/100

    Result: weak. 0 of 4 tests passed.

    The page lacks external citations and inline references to verify its technical claims.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    No dates or update signals were found in the content or metadata.

    Content Structure75/100

    Result: average. 3 of 4 tests passed.

    Excellent heading hierarchy and semantic HTML usage, though paragraph structure is fragmented.

    Entity Definition65/100

    Result: average. 2 of 4 tests passed.

    Strong organization entity definition via the About page, but lacks individual author identification.

    Technical Accessibility100/100

    Result: strong. 4 of 4 tests passed.

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

    How harness.io can improve its AI visibility

    • Implement Visible and Schema Dates (high priority)
    • Add Authoritative Outbound Citations (high priority)
    • Simplify Sentence Structure and Language (high priority)
    • Establish Author Entities with Schema (medium priority)
    • Expand Content-Specific Schemas (medium priority)

    How harness.io compares to its competitors