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AI Visibility Scorecard
The Leaky Tech Pipeline
www.leakytechpipeline.com · Education
At 3/10, The Leaky Tech Pipeline 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
#807,455 of 878,326 in Education for AI visibility
3
/10
AEO Score
About The Leaky Tech Pipeline
from our crawl and measurement
"OPPORTUNITY AND ACCESS ARE NOT." MITCH KAPOR The Lack of Diversity in Tech Low-income students and students of color are 12x less likely to have access to CS courses in their...." That is how The Leaky Tech Pipeline introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
4
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
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 3/10, The Leaky Tech Pipeline is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Leaky Tech Pipeline
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-leakytechpipeline
Cite this score: Engagemii (2026). "AEO Score for The Leaky Tech Pipeline." Retrieved from https://engagemii.com/aeo/brands/www-leakytechpipeline
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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