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AI Visibility Scorecard
The Catalyst Quanta
thecatalystquanta.com · Healthcare
Borderline visible. AI bots can crawl The Catalyst Quanta, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#595,073 of 816,935 in Healthcare for AI visibility
4
/10
AEO Score
About The Catalyst Quanta
from our crawl and measurement
"We are a student-led online journal created by and for students who are passionate about STEM (Science, Technology, Engineering, and Mathematics." That is how The Catalyst Quanta introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4/10, The Catalyst Quanta is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Catalyst Quanta
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thecatalystquanta
Cite this score: Engagemii (2026). "AEO Score for The Catalyst Quanta." Retrieved from https://engagemii.com/aeo/brands/thecatalystquanta
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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