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AI Visibility Scorecard

Lost Marble LLC

Lost Marble LLC

Unclaimed

lostmarble.com · Other

Somewhat visible. AI bots can read Lost Marble LLC, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

ChatGPT

5.4

/10

AEO Score

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About Lost Marble LLC

from our crawl and measurement

Lost Marble LLC is one of the businesses we track. Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.

Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.

Industry · Other
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

0

Clear headings and answer-style content.

Entity Clarity

1

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

2

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

AI Discoverability

1

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

6

Reddit mentions and discussion.

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 5.4/10, Lost Marble LLC has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Lost Marble LLC

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Lost Marble LLC: 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/lostmarble

Cite this score: Engagemii (2026). "AEO Score for Lost Marble LLC." Retrieved from https://engagemii.com/aeo/brands/lostmarble

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

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