AI Visibility Scorecard
QMTL Portal
quantummthinkinglab.com · Education
Borderline visible. AI bots can crawl QMTL Portal, 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 3 times
Claude · ChatGPT
#640,317 of 937,395 in Education for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
4
AEO Visibility
iBorderline · 4.2/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About QMTL Portal
from our crawl and measurement
QMTL Portal describes itself simply: "A premium student progress tracking and management platform for the Quantum & Mathematical Thinking Lab, offering parents real-time visibility into STEM curriculum, attendance, and skill." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite, Organization), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
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 4.2/10, QMTL Portal is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for QMTL Portal
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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.
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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/quantummthinkinglab
Cite this score: Engagemii (2026). "AEO Score for QMTL Portal." Retrieved from https://engagemii.com/aeo/brands/quantummthinkinglab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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