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AI Visibility Scorecard
Dr. Sarah Munce
drsarahmunce.com · Education
At 3/10, Dr. Sarah Munce 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 6 times
Claude · Apple Intelligence · Meta AI
#796,266 of 879,713 in Education for AI visibility
3
/10
AEO Score
About Dr. Sarah Munce
from our crawl and measurement
"Dr. Sarah Munce, PhD is a health services research and implementation scientist at the KITE Research Institute, Toronto Rehabilitation Institute-University Health Network." That is how Dr. Sarah Munce introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 3/10, Dr. Sarah Munce is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Dr. Sarah Munce
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 August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drsarahmunce
Cite this score: Engagemii (2026). "AEO Score for Dr. Sarah Munce." Retrieved from https://engagemii.com/aeo/brands/drsarahmunce
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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