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AI Visibility Scorecard
Richard McNeil-Willson
mcneilwillson.com · Education
At 0.8/10, Richard McNeil-Willson is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#874,828 of 876,920 in Education for AI visibility
0.8
/10
AEO Score
About Richard McNeil-Willson
from our crawl and measurement
Richard McNeil-Willson is a business whose own site puts it this way: "Academic researcher in extremism and counter-extremism." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
0
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
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
0
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
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 0.8/10, Richard McNeil-Willson is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Richard McNeil-Willson
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on July 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcneilwillson
Cite this score: Engagemii (2026). "AEO Score for Richard McNeil-Willson." Retrieved from https://engagemii.com/aeo/brands/mcneilwillson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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