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    AI search visibility report · 2026-06-05

    How AI assistants see mandiant.com

    mandiant.com has an AI visibility score of 45/100. The site passed 17 of 34 tests. Its strongest areas are Technical Accessibility and Citation & Source Quality. The areas to improve are Content Freshness and Schema.org Markup.

    How ChatGPT, Claude and Perplexity read mandiant.com

    Readability40/100

    Result: weak. 2 of 4 tests passed.

    The content is highly technical with a very low Flesch Reading Ease score, which may hinder general LLM summarization.

    Schema.org Markup0/100

    Result: weak. 0 of 5 tests passed.

    No JSON-LD schema detected. This is a significant missed opportunity for LLM optimization.

    Authority & Trust Signals42/100

    Result: weak. 3 of 5 tests passed.

    Strong trust pages and contact options, but lacks specific author credentials and publication dates.

    Citation & Source Quality74/100

    Result: average. 3 of 4 tests passed.

    Excellent use of inline citations for claims, though links are primarily internal to the Google Cloud ecosystem.

    Content Freshness0/100

    Result: weak. 0 of 4 tests passed.

    Complete lack of date metadata or visible timestamps, making it difficult for LLMs to determine content recency.

    Content Structure73/100

    Result: average. 3 of 4 tests passed.

    Good use of semantic HTML and paragraph structure, but the heading hierarchy is broken with multiple H1s and skipped levels.

    Entity Definition43/100

    Result: weak. 2 of 4 tests passed.

    Brand consistency is strong, but the lack of Organization schema and author identification limits entity clarity.

    Technical Accessibility100/100

    Result: strong. 4 of 4 tests passed.

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

    How mandiant.com can improve its AI visibility

    • Implement Structured Data (JSON-LD) (high priority)
    • Add Recency Signals and Timestamps (high priority)
    • Strengthen Entity Definition (medium priority)
    • Optimize Heading Hierarchy (medium priority)
    • Enhance Authoritative Trust Signals (medium priority)

    How mandiant.com compares to its competitors