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AI Visibility Scorecard
Sam Leif
samlief.com · Education
At 2.3/10, Sam Leif 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#896,498 of 918,386 in Education for AI visibility
2.3
/10
AEO Score
About Sam Leif
from our crawl and measurement
Sam Leif is a business whose own site puts it this way: "When learning is designed well, people don't just succeed; they belong." As far as answer engines are concerned it may as well not exist yet: 2.3 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, a clearly stated business identity, credibility markers like credentials or reviews, which are the first things an answer engine looks for.
The wider web has little to say about it yet: 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. Those signals cannot be fixed on the page, they have to be earned.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.3/10, Sam Leif is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Sam Leif
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Sam Leif.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/samlief
Cite this score: Engagemii (2026). "AEO Score for Sam Leif." Retrieved from https://engagemii.com/aeo/brands/samlief
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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