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AI Visibility Scorecard

Moonlight Collectibles

Name: Moonlight Collectibles - AI Visibility Score
Creator: Engagemii
Published: 2026-08-12T10:00:45.251Z
License: https://creativecommons.org/licenses/by/4.0/

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moonlightsls.com · E-commerce

Borderline visible. AI bots can crawl Moonlight Collectibles, 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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Monitoring for AI engine activity

In the Engagemii AEO index

#278,512 of 578,784 in E-commerce for AI visibility

4.5

/10

AEO Score

About Moonlight Collectibles

from our crawl and measurement

"Shop Pokémon TCG, sports cards, graded cards, sealed products, collector supplies, toys and comics from Moonlight Collectibles in New York." That is how Moonlight Collectibles introduces itself. When AI engines look at it, they find little to work with. It scores 4.5 out of 10.

Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.

Industry · E-commerce

Last scored · Aug 12, 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

No inbound links found yet.

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 4.5/10, Moonlight Collectibles is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

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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/moonlightsls

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

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