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AI Visibility Scorecard

The Leroy Project

The Leroy Project

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theleroyproject.com · Media & Entertainment

Borderline visible. AI bots can crawl The Leroy Project, 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.

AI engines read this profile 2 times

Claude · Meta AI

#1,405,247 of 1,907,707 in Media & Entertainment for AI visibility

3.7

/10

AEO Score

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About The Leroy Project

from our crawl and measurement

The Leroy Project describes itself simply: "THE LEROY PROJECT Mission Statement: To elevate the shelter experience through sustainable resource sharing and connecting the Entertainment industry and other Artisans to local and global." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.

On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Media & Entertainment
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

9

Clear headings and answer-style content.

Entity Clarity

4

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

7

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

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion 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 3.7/10, The Leroy Project is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for The Leroy Project

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Weekly ChatGPT & Claude citation tracking

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Picked for The Leroy Project: 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/theleroyproject

Cite this score: Engagemii (2026). "AEO Score for The Leroy Project." Retrieved from https://engagemii.com/aeo/brands/theleroyproject

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

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