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AI Visibility Scorecard
desousainstitute.com · Education
Borderline visible. AI bots can crawl de Souza Institute, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#553,981 of 877,013 in Education for AI visibility
4.3
/10
AEO Score
from our crawl and measurement
de Souza Institute, based in Toronto, Ontario, describes itself simply: "de Souza Institute provides continuing education in oncology and palliative care for health professionals." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
On its own pages the site does well on a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data, a workable page structure and a few credibility markers.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
It does link out to several social profiles, which helps engines tie the brand together.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
10
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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.
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 4.3/10, de Souza Institute is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for de Souza Institute
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/desousainstitute
Cite this score: Engagemii (2026). "AEO Score for de Souza Institute." Retrieved from https://engagemii.com/aeo/brands/desousainstitute
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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