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AI Visibility Scorecard

MarcusRB - Bioinformatics, Data Scientist & Professor

MarcusRB - Bioinformatics, Data Scientist & Professor

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marcusrb.com · Technology

Somewhat visible. AI bots can read MarcusRB - Bioinformatics, Data Scientist & Professor, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude

#604,507 of 2,810,206 in Technology for AI visibility

5.4

/10

AEO Score

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About MarcusRB - Bioinformatics, Data Scientist & Professor

from our crawl and measurement

MarcusRB describes itself simply: "Bioinformatics, MLOps, and applied AI consultant. 10+ years building analytics systems, reproducible pipelines, and machine learning solutions for healthcare, biotech, research, …." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clearly stated business identity. It is passable on some structured data and basic crawler access. What holds it back is sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 64 words. It does link out to several social profiles, which helps engines tie the brand together.

Industry · Technology
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

2

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 5.4/10, MarcusRB - Bioinformatics, Data Scientist & Professor has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for MarcusRB - Bioinformatics, Data Scientist & Professor

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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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/marcusrb

Cite this score: Engagemii (2026). "AEO Score for MarcusRB - Bioinformatics, Data Scientist & Professor." Retrieved from https://engagemii.com/aeo/brands/marcusrb

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

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