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AI Visibility Scorecard

WAN LAB @ UPENN

WAN LAB @ UPENN

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⚠ Identity mismatch

lilingwanlab.com · Education

Somewhat visible. AI bots can read WAN LAB @ UPENN, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 6 times

Meta AI · Claude · Apple Intelligence

#195,513 of 865,185 in Education for AI visibility

5.5

/10

AEO Score

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About WAN LAB @ UPENN

from our crawl and measurement

WAN LAB @ UPENN is a business whose own site puts it this way: "Liling Wan Lab at Perelman School of Medicine, University of Pennsylvania studies chromatin regulation in cell fate control and cancer." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a workable page structure, a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business.

Away from its own site, 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. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).

Industry · Education
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

5

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

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 5.5/10, WAN LAB @ UPENN has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for WAN LAB @ UPENN

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for WAN LAB @ UPENN: 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/lilingwanlab

Cite this score: Engagemii (2026). "AEO Score for WAN LAB @ UPENN." Retrieved from https://engagemii.com/aeo/brands/lilingwanlab

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

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