AI Visibility Scorecard
John Clements
brinckerhoff.org · Education
Somewhat visible. AI bots can read John Clements, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 18 times
Claude · Meta AI · ShapBot
#13,941 of 937,508 in Education for AI visibility
26
AI Naming Predictability
iNamed occasionally · 26/100
More likely to be named than 98% of Education companies
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About John Clements
from our crawl and measurement
John Clements is a San Luis Obispo, CA business whose own site puts it this way: "John Clements Publications Blog Molis Hai About John Clements Cal Poly, Computer Science, Racket, Rust The idea of race is a tragic fiction, constructed to justify oppression and xenophobia." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
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 5.2/10, John Clements has a working base to build on - fixable, and the signals above are where to start.
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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/brinckerhoff-org
Cite this score: Engagemii (2026). "AEO Score for John Clements." Retrieved from https://engagemii.com/aeo/brands/brinckerhoff-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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