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AI Visibility Scorecard

LED Equipped

LED Equipped

Unclaimed

ledequipped.com · E-commerce

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

AI engines read this profile 8 times

Apple Intelligence · ChatGPT · Claude · Meta AI

#51,304 of 639,051 in E-commerce for AI visibility

6

/10

AEO Score

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About LED Equipped

from our crawl and measurement

"Shop high-performance emergency vehicle lights, LED light bars, mini bars, sirens & speakers. Built for police, fire, EMS, tow trucks & work fleets. Fast shipping." That is how LED Equipped introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.

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

AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).

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

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

5

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

10

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

AI Discoverability

7

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 Authority

1

Established authority for your domain.

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 6/10, LED Equipped has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for LED Equipped

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for LED Equipped: 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/ledequipped

Cite this score: Engagemii (2026). "AEO Score for LED Equipped." Retrieved from https://engagemii.com/aeo/brands/ledequipped

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

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