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    AI search visibility report · 2026-06-13

    How AI assistants see caterpillar.com

    caterpillar.com has an AI visibility score of 41/100. The site passed 12 of 34 tests. Its strongest areas are Content Structure and Citation & Source Quality. The areas to improve are Content Freshness and Schema.org Markup.

    How ChatGPT, Claude and Perplexity read caterpillar.com

    Readability35/100

    Result: weak. 0 of 4 tests passed.

    Extremely poor readability scores due to technical parsing of long text strings as single sentences.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    JSON-LD is present but failed to parse due to a syntax error (trailing comma). No core or content schemas detected.

    Authority & Trust Signals18/100

    Result: weak. 0 of 5 tests passed.

    Lacks specific publication dates and detailed author credentials in a machine-readable format. Contact info is limited to a link.

    Citation & Source Quality74/100

    Result: average. 3 of 4 tests passed.

    Good use of internal/external links for claims, but lacks links to high-authority external primary sources (.gov/.edu).

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    No dates found in metadata or visible text to verify content recency.

    Content Structure79/100

    Result: average. 4 of 4 tests passed.

    Strong semantic HTML and paragraph structure, but contains skipped heading levels.

    Entity Definition58/100

    Result: weak. 2 of 4 tests passed.

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

    Technical Accessibility71/100

    Result: average. 3 of 4 tests passed.

    Good JS independence and meta description, but social meta tags are incomplete.

    How caterpillar.com can improve its AI visibility

    • Fix and Expand JSON-LD Schema (high priority)
    • Add Publication and Modification Dates (high priority)
    • Improve Sentence Structure and Readability (medium priority)
    • Enhance Author/Leadership Credentials (medium priority)
    • Complete Social Meta Tags (low priority)

    How caterpillar.com compares to its competitors

    • Komatsu Ltd. (komatsu.com)
    • John Deere (deere.com) — score 30/100
    • Volvo Construction Equipment (volvoce.com)
    • Sany Group (sanyglobal.com)