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AI Visibility Scorecard

TM Shea

TM Shea

Unclaimed

tmshea.com · E-commerce

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

AI engines read this profile 3 times

ChatGPT · Claude · Apple Intelligence

#60,014 of 624,121 in E-commerce for AI visibility

5.9

/10

AEO Score

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About TM Shea

from our crawl and measurement

TM Shea, based in Troy, MI, describes itself simply: "Retail merchandising displays that boost retail sales. The most innovative company in retail displays, TM Shea Products, offers unique patented retail displays." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.

Our crawl found structured data on the page (Place, Store, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.

AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). By its own structured data it is a retail business.

Industry · E-commerce
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

7

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

10

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

9

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

Inbound links from other sites.

Domain Trust

1

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

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 5.9/10, TM Shea has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for TM Shea

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for TM Shea: 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 August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/tmshea

Cite this score: Engagemii (2026). "AEO Score for TM Shea." Retrieved from https://engagemii.com/aeo/brands/tmshea

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

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