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    AI search visibility report · 2026-04-28

    How AI assistants see pulumi.com

    pulumi.com has an AI visibility score of 86/100. The site passed 30 of 34 tests. Its strongest areas are Readability and Schema.org Markup. The areas to improve are Citation & Source Quality and Content Freshness.

    How ChatGPT, Claude and Perplexity read pulumi.com

    Readability95/100

    Result: strong. 4 of 4 tests passed.

    High clarity, excellent handling of technical jargon, and appropriate sentence lengths for a developer audience.

    Schema.org Markup95/100

    Result: strong. 5 of 5 tests passed.

    Advanced JSON-LD implementation including SoftwareApplication, Organization, and WebSite with detailed properties.

    Authority & Trust Signals80/100

    Result: strong. 4 of 5 tests passed.

    Strong corporate identity and social proof via logos, but lacks individual author/expert bylines on the homepage.

    Citation & Source Quality70/100

    Result: average. 3 of 4 tests passed.

    Good internal linking to docs and registry, but lacks external citations to industry standards or third-party data.

    Content Freshness75/100

    Result: average. 2 of 4 tests passed.

    Metadata indicates recent generation (Hugo), but visible dates are absent on the homepage.

    Content Structure95/100

    Result: strong. 4 of 4 tests passed.

    Excellent use of semantic HTML and clear heading hierarchy. Code blocks are well-organized.

    Entity Definition90/100

    Result: strong. 4 of 4 tests passed.

    Comprehensive Organization and SoftwareApplication schema clearly defines the brand and product.

    Technical Accessibility90/100

    Result: strong. 4 of 4 tests passed.

    Excellent meta descriptions and social meta. Content is highly accessible.

    How pulumi.com can improve its AI visibility

    • Implement Structured Testimonials (high priority)
    • Surface Visible Update Signals (medium priority)
    • Define Sub-Entities in Schema (medium priority)
    • Strengthen Claim Verification (low priority)

    How pulumi.com compares to its competitors