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AI Visibility Scorecard

Beth Malory

Beth Malory

Unclaimed

bethmalory.com · Education

Borderline visible. AI bots can crawl Beth Malory, 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

Claude · Meta AI

#356,667 of 865,477 in Education for AI visibility

5

/10

AEO Score

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About Beth Malory

from our crawl and measurement

"This is the personal website of academic Dr Beth Malory, sociolinguist of reproductive health at University College London." That is how Beth Malory introduces itself. Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Education
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

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

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

6

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 5/10, Beth Malory is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Beth Malory

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Beth Malory: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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