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AI Visibility Scorecard

Ingalls Lab at Penn State

Ingalls Lab at Penn State

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ingallslab.com · Education

Borderline visible. AI bots can crawl Ingalls Lab at Penn State, 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 5 times

Apple Intelligence · Claude · Meta AI

#722,222 of 874,861 in Education for AI visibility

3.5

/10

AEO Score

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About Ingalls Lab at Penn State

from our crawl and measurement

Ingalls Lab at Penn State describes itself simply: "For news and updates, go here.Contact us about potential collaborations, running clumped isotope analyses, or if you are a potential postdoc interested in joining the Ingalls group!." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.

The page falls short on the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

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) and Applebot (Siri). There is not much on the page to read either, about 103 words.

Industry · Education
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

1

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

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 3.5/10, Ingalls Lab at Penn State is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Ingalls Lab at Penn State: How-To

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

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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/ingallslab

Cite this score: Engagemii (2026). "AEO Score for Ingalls Lab at Penn State." Retrieved from https://engagemii.com/aeo/brands/ingallslab

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

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