AI Visibility Scorecard
barbaraoakley.com · Education
Somewhat visible. AI bots can read Barbara Oakley, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Apple Intelligence · ShapBot
#6,637 of 937,782 in Education for AI visibility
46
5
AEO Visibility
iBorderline · 5.4/10
-
Network Authority
iNot connected yet
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
Barbara Oakley describes itself simply: "Barbara Oakley, PhD, PE is a Professor of Engineering at Oakland University in Rochester, Michigan; Michigan’s Distinguished Professor of the Year; and Coursera’s inaugural Innovation." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and ShapBot (Parallel).
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
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
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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, Barbara Oakley has a working base to build on - fixable, and the signals above are where to start.
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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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Scored by Engagemii on October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/barbaraoakley
Cite this score: Engagemii (2026). "AEO Score for Barbara Oakley." Retrieved from https://engagemii.com/aeo/brands/barbaraoakley
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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