▼ 1.4 since Jul 2026
#882,495 OF 934,154 IN EDUCATION
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AI Visibility Scorecard
ceaslab.com · Education
At 2.6/10, Bonnie M. Hamilton 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.
AI engines read this profile 2 times
Claude
#882,495 of 934,154 in Education for AI visibility
3
AEO Visibility
iNear-invisible · 2.6/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Bonnie M. Hamilton is a business whose own site puts it this way: "I am a Research Scientist at the University of Ottawa and ecotoxicologist based in Toronto, Ontario, Canada." As far as answer engines are concerned it may as well not exist yet: 2.4 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
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 2.6/10, Bonnie M. Hamilton is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ceaslab
Cite this score: Engagemii (2026). "AEO Score for Bonnie M. Hamilton." Retrieved from https://engagemii.com/aeo/brands/ceaslab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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