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    AI search visibility report · 2026-04-28

    How AI assistants see terraform.io

    terraform.io has an AI visibility score of 79/100. The site passed 26 of 34 tests. Its strongest areas are Content Structure and Technical Accessibility. The areas to improve are Schema.org Markup and Content Freshness.

    How ChatGPT, Claude and Perplexity read terraform.io

    Readability85/100

    Result: strong. 4 of 4 tests passed.

    Highly readable for a technical audience. Jargon is used but usually contextualized within the 'What is Terraform?' section.

    Schema.org Markup40/100

    Result: weak. 2 of 5 tests passed.

    Minimalist. Only BreadcrumbList is present. Missing SoftwareApplication and Organization schemas which are critical for LLM entity mapping.

    Authority & Trust Signals70/100

    Result: average. 3 of 5 tests passed.

    Strong brand presence but lacks granular trust signals like specific author credentials or visible update histories on the homepage.

    Citation & Source Quality75/100

    Result: average. 4 of 4 tests passed.

    Excellent internal linking to documentation and tutorials, but lacks external citations to industry standards or third-party data.

    Content Freshness65/100

    Result: average. 2 of 4 tests passed.

    Mentions 'HashiConf 2025' and 'Associate 004', indicating current content, but lacks explicit metadata timestamps.

    Content Structure90/100

    Result: strong. 4 of 4 tests passed.

    Excellent use of H1 and H2 tags with a logical flow. Semantic HTML is present but could be more descriptive.

    Entity Definition80/100

    Result: strong. 3 of 4 tests passed.

    Terraform is clearly defined as an entity, but the relationship between HashiCorp, HCP, and Terraform could be more explicitly mapped in schema.

    Technical Accessibility90/100

    Result: strong. 4 of 4 tests passed.

    Strong technical foundation with social meta tags and mobile responsiveness. Meta description is present.

    How terraform.io can improve its AI visibility

    • Expand Schema.org Coverage (high priority)
    • Expose Modification Dates (high priority)
    • Add Technical Reviewer Bylines (medium priority)
    • Formalize Term Definitions (low priority)
    • Optimize Meta Description for LLM Snippets (low priority)

    How terraform.io compares to its competitors