AI Visibility Scorecard
Quantum Edge Corp
quantumedgecorp.com · Education
Borderline visible. AI bots can crawl Quantum Edge Corp, 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 2 times
Claude
#773,694 of 937,396 in Education for AI visibility
23
AI Naming Predictability
iRarely named · 23/100
4
AEO Visibility
iNear-invisible · 3.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
3
AI Adoption
iBasic · 3/100
About Quantum Edge Corp
from our crawl and measurement
"Quantum Edge Corp empowers innovation in embedded systems, PCB design, and IoT. We provide high-quality education through Embedded Edge Academy and professional engineering services." That is how Quantum Edge Corp: Innovating Embedded Systems and IoT Solutions introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 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.
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
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
Good
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 3.7/10, Quantum Edge Corp is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Quantum Edge Corp
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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 August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/quantumedgecorp
Cite this score: Engagemii (2026). "AEO Score for Quantum Edge Corp." Retrieved from https://engagemii.com/aeo/brands/quantumedgecorp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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