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AI Visibility Scorecard
Shirtloads of Science
shirtloadsofscience.libsyn.com · Health & Wellness
Well-positioned for AI search. The breakdown below shows where Shirtloads of Science is still leaving points on the table.
AI engines read this profile 4 times
ChatGPT · Meta AI · Claude
#212 of 435,659 in Health & Wellness for AI visibility
7.5
/10
AEO Score
About Shirtloads of Science
from our crawl and measurement
"Dr Karl’s a curious optimist. Join him as he explores the latest developments in science with leading researchers and communicators. And remember, it’s never too late for a happy childhood." That is how Shirtloads of Science introduces itself. To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.5 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited 2 times in our tracking, including Meta AI and ClaudeBot (Anthropic).
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
4
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
5
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
10
Inbound links from other sites.
Domain Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
8
Press and news coverage.
Community
7
Forum and community discussion.
9
Reddit mentions and discussion.
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 7.5/10, Shirtloads of Science has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Shirtloads of Science
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shirtloadsofscience-libsyn
Cite this score: Engagemii (2026). "AEO Score for Shirtloads of Science." Retrieved from https://engagemii.com/aeo/brands/shirtloadsofscience-libsyn
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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