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AI Visibility Scorecard

Light Brigade

Light Brigade

Unclaimed

lightbrigade.com · Education

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

AI engines read this profile 3 times

Meta AI · Claude

#39,356 of 867,449 in Education for AI visibility

6.5

/10

AEO Score

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About Light Brigade

from our crawl and measurement

Light Brigade is a Kent, WA business whose own site puts it this way: "For 35 years Light Brigade has trained almost 100,000 students worldwide in Instructor-led, Certified Fiber Optic Skills Training Courses for industry professionals - installers." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.

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

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Education
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

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

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

6

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

3

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

1

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 6.5/10, Light Brigade has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Light Brigade

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Light Brigade: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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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/lightbrigade

Cite this score: Engagemii (2026). "AEO Score for Light Brigade." Retrieved from https://engagemii.com/aeo/brands/lightbrigade

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

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