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AI Visibility Scorecard

Merck.com

Merck.com

Unclaimed

comvax.com · Healthcare

Borderline visible. AI bots can crawl Merck.com, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

AI engines read this profile 4 times

Apple Intelligence · Claude

#420,873 of 835,278 in Healthcare for AI visibility

4.7

/10

AEO Score

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About Merck.com

from our crawl and measurement

Merck.com is a business whose own site puts it this way: "We aspire to be the premier research-intensive biopharmaceutical company." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.

On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. It is passable on some structured data and basic crawler access.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri). It does link out to several social profiles, which helps engines tie the brand together.

Industry · Healthcare
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

7

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.7/10, Merck.com is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Merck.com

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Merck.com: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/comvax

Cite this score: Engagemii (2026). "AEO Score for Merck.com." Retrieved from https://engagemii.com/aeo/brands/comvax

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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