AI Visibility Scorecard
Quantum Future Group
quantumfuturegroup.org · Nonprofits
Borderline visible. AI bots can crawl Quantum Future Group, 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 7 times
Meta AI · Claude
#71,511 of 827,173 in Nonprofits for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 88% of Nonprofits companies
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Quantum Future Group
from our crawl and measurement
Quantum Future Group describes itself simply: "StartAbout usDescriptionReportsBureau en FranceDonate Quantum Future Group … because the future is open During the the past hundred years or so, every important idea for social change has." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 7 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
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 4.2/10, Quantum Future Group is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/quantumfuturegroup-org
Cite this score: Engagemii (2026). "AEO Score for Quantum Future Group." Retrieved from https://engagemii.com/aeo/brands/quantumfuturegroup-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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