VectorCiteVectorCite
AEO grade · pubmed.ncbi.nlm.nih.gov

Will AI engines citepubmed.ncbi.nlm.nih.gov?

D
Quick grade · 44/100

pubmed.ncbi.nlm.nih.gov is largely invisible to answer engines today. The structural fixes here are foundational — without them, no amount of content investment will get cited.

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What we checked

  • HTTPS10 pts

    TLS responds correctly. AI crawlers won't be blocked at the network layer.

  • robots.txt + AI bots15 pts

    robots.txt exists but doesn't mention any AI engine bots. Default behavior is allow, so you're crawlable — but you've left a high-leverage signal off the table.

  • llms.txt10 pts

    No /llms.txt published. The llmstxt.org spec is the explicit channel for telling AI engines what to index. Missing this is the cheapest fix on this page.

  • sitemap.xml10 pts

    No /sitemap.xml at the standard location. AI engines fall back to link-following, which under-discovers deep pages.

  • Open Graph image10 pts

    og:image is set. Social and AI-engine link previews will render with a branded card.

  • JSON-LD schema20 pts

    No JSON-LD on the homepage. Without schema, AI engines fall back to plain text parsing — far less reliable for facts, prices, ratings, and entity matching.

  • <title> length5 pts

    Title is only 6 chars — under 30 wastes the prime citation real estate.

  • meta description5 pts

    Meta description 223 chars — over 160 truncates mid-thought in AI Overviews.

Quick grade checks 8 signals at the homepage level. The full VectorCite audit scores 47 signals per page and runs against real buyer queries you specify.

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