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AI Visibility Scorecard

Samuel Sahel

Samuel Sahel

Unclaimed

samsahsch.com · Education

At 3/10, Samuel Sahel 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 · Meta AI

#813,173 of 899,193 in Education for AI visibility

3

AEO Visibility

i

Near-invisible · 3/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

2

AI Adoption

i

Basic · 2/100

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About Samuel Sahel

from our crawl and measurement

"Official website of Samuel Sahel-Schackis, Physics PhD candidate and CS minor at Stanford University. Research in nanocatalysis, altermagnetism, and nuclear energy." That is how Samuel Sahel 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 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.

Industry · Education
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

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

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.

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, Samuel Sahel is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Samuel Sahel: AEO & AI Search

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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/samsahsch

Cite this score: Engagemii (2026). "AEO Score for Samuel Sahel." Retrieved from https://engagemii.com/aeo/brands/samsahsch

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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