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AI Visibility Scorecard
Moonlight Bio
moonlightbiotech.com · Health & Wellness
At 2.4/10, Moonlight Bio 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#344,681 of 363,570 in Health & Wellness for AI visibility
2.4
/10
AEO Score
About Moonlight Bio
from our crawl and measurement
"Learn More text text our science Our approach starts with identifying evolutionary T cell adaptations found within human biology, resulting in increased T cell proliferation, persistence." That is how Moonlight Bio introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.2 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
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 2.4/10, Moonlight Bio is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Moonlight Bio
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 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/moonlightbiotech
Cite this score: Engagemii (2026). "AEO Score for Moonlight Bio." Retrieved from https://engagemii.com/aeo/brands/moonlightbiotech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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