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AI Visibility Scorecard
Roger McPherson
cataractscardiff.com · Education
Borderline visible. AI bots can crawl Roger McPherson, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#374,627 of 900,119 in Education for AI visibility
5
AEO Visibility
iBorderline · 5/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About Roger McPherson
from our crawl and measurement
Home describes itself simply: "Mr Roger McPherson BM, FRCOphth, Consultant Ophthalmologist specialist in Vitreoretinal Surgery and Cataract Surgery. Based in Cardiff." 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 (BreadcrumbList, Person, WebPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
7
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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 Authority
0
Little domain authority yet.
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 5/10, Roger McPherson is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roger McPherson
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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 September 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cataractscardiff
Cite this score: Engagemii (2026). "AEO Score for Roger McPherson." Retrieved from https://engagemii.com/aeo/brands/cataractscardiff
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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