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    AI search visibility report · 2026-06-05

    How AI assistants see inriver.com

    inriver.com has an AI visibility score of 63/100. The site passed 22 of 34 tests. Its strongest areas are Technical Accessibility and Content Freshness. The areas to improve are Citation & Source Quality and Authority & Trust Signals.

    How ChatGPT, Claude and Perplexity read inriver.com

    Readability65/100

    Result: average. 3 of 4 tests passed.

    Sentences are well-structured but the vocabulary is highly technical, resulting in a low Flesch score.

    Schema.org Markup68/100

    Result: average. 4 of 5 tests passed.

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

    Authority & Trust Signals50/100

    Result: weak. 2 of 5 tests passed.

    Strong publication info and trust pages, but lacks specific author credentials and detailed contact info (address/email).

    Citation & Source Quality0/100

    Result: weak. 0 of 4 tests passed.

    Complete lack of external citations or primary source linking, which is a significant weakness for LLM trust.

    Content Freshness75/100

    Result: average. 3 of 4 tests passed.

    Excellent freshness with a very recent modification date (May 2026) and clear publication dates.

    Content Structure69/100

    Result: average. 4 of 4 tests passed.

    Good use of semantic HTML and sections, though heading hierarchy has minor issues.

    Entity Definition70/100

    Result: average. 2 of 4 tests passed.

    Strong brand consistency and About page, but lacks Person schema for authors/leaders.

    Technical Accessibility100/100

    Result: strong. 4 of 4 tests passed.

    Perfect scores across all technical accessibility metrics for AI crawlers.

    How inriver.com can improve its AI visibility

    • Add Content-Specific Schemas (high priority)
    • Improve External Citations (high priority)
    • Enhance Author/Leadership Entities (medium priority)
    • Improve Content Readability (medium priority)
    • Fix Heading Hierarchy (low priority)

    How inriver.com compares to its competitors