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AI Visibility Scorecard

Moonlight Diagnostics

Name: Moonlight Diagnostics - AI Visibility Score
Creator: Engagemii
Published: 2026-07-31T17:31:32.968Z
License: https://creativecommons.org/licenses/by/4.0/

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moonlightdiagnostics.com · Education

Borderline visible. AI bots can crawl Moonlight Diagnostics, 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.

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AI engines read this profile 3 times

Apple Intelligence · Meta AI

#673,595 of 845,614 in Education for AI visibility

3.6

/10

AEO Score

About Moonlight Diagnostics

from our crawl and measurement

Moonlight Diagnostics is one of the businesses we track in the Education space. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.

Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.

AI crawlers have visited 3 times in our tracking, including Applebot (Siri) and Meta AI.

Industry · Education

Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

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 3.6/10, Moonlight Diagnostics is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Moonlight Diagnostics: How-To

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/moonlightdiagnostics

Cite this score: Engagemii (2026). "AEO Score for Moonlight Diagnostics." Retrieved from https://engagemii.com/aeo/brands/moonlightdiagnostics

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.