#575,930 OF 933,380 IN EDUCATION
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AI Visibility Scorecard
Demand
directorydemand.com · Education
Borderline visible. AI bots can crawl Demand, 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.
AI engines read this profile 1 times
Claude
#575,930 of 933,380 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Demand
from our crawl and measurement
"Demand -- Demand signals: lifecycles, pacing, and urgency indicators. A Foundation course in the DirectoryToolkit curriculum." That is how Demand introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.3/10, Demand is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Is this course your right next step?
This is for you if… You assume demand exists because competitors do. You want proof people are actively searching — not a hunch. You want a realistic market size, not a total-market fantasy. You want to know if the trend is growing, flat, or declining. You want real artifacts — a demand picture, a trajectory — not just content. This is NOT for you if… You're content assuming demand from competitor count.
Is this your brand?
The exact fixes for Demand
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Demand.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/directorydemand
Cite this score: Engagemii (2026). "AEO Score for Demand." Retrieved from https://engagemii.com/aeo/brands/directorydemand
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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