AI Visibility Scorecard
Alumni Attitude Study
pegltd.com · Education
At 2.8/10, Alumni Attitude Study 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 9 times
Claude · ChatGPT · Apple Intelligence · Meta AI
#583,907 of 937,435 in Education for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 80% of Education companies
3
AEO Visibility
iNear-invisible · 2.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Alumni Attitude Study
from our crawl and measurement
Alumni Attitude Study, based in Houston, TX, describes itself simply: "It was thorough and practical in approach and performance." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.8 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 2.8/10, Alumni Attitude Study is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Alumni Attitude Study
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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 Alumni Attitude Study.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pegltd
Cite this score: Engagemii (2026). "AEO Score for Alumni Attitude Study." Retrieved from https://engagemii.com/aeo/brands/pegltd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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