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AI Visibility Scorecard

Lara McManus Lab

Lara McManus Lab

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mcmanuslab.com · Education

Borderline visible. AI bots can crawl Lara McManus Lab, 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 2 times

Apple Intelligence

#619,654 of 904,095 in Education for AI visibility

4.2

/10

AEO Score

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About Lara McManus Lab

from our crawl and measurement

"We are particularly interested in how we can use these recordings to gain new insights into neurodegenerative conditions like Amyotrophic Lateral Sclerosis." That is how Lara McManus Lab of New York, NY introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

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

Off the page there is only faint evidence that only a handful of sites link to it and 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 Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Education
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

6

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

5

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

1

Inbound links from other sites.

Domain Trust

3

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 4.2/10, Lara McManus Lab is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Lara McManus Lab

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Lara McManus Lab: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Lara McManus Lab." Retrieved from https://engagemii.com/aeo/brands/mcmanuslab

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

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