AI Visibility Scorecard
Andrew Lilley Brinker
alilleybrinker.com · Technology
Somewhat visible. AI bots can read Andrew Lilley Brinker, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · Claude · Apple Intelligence · ShapBot
#100,116 of 2,705,580 in Technology for AI visibility
62
5
AEO Visibility
iBorderline · 5.4/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
4
AI Adoption
iBasic · 4/100
About Andrew Lilley Brinker
from our crawl and measurement
"I’m a Principal Engineer at MITRE helping people make informed decisions about the software they depend on. I lead Hipcheck and contribute to the CVE system." That is how Andrew Lilley Brinker introduces itself. Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has structured data on the page (Person), a readable heading structure. What holds it back is what is absent, including an llms.txt file, a sitemap.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Weak
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 5.4/10, Andrew Lilley Brinker has a working base to build on - fixable, and the signals above are where to start.
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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 August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/alilleybrinker
Cite this score: Engagemii (2026). "AEO Score for Andrew Lilley Brinker." Retrieved from https://engagemii.com/aeo/brands/alilleybrinker
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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