AI Visibility Scorecard
Labor Guild
laborguild.com · Education
Somewhat visible. AI bots can read Labor Guild, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Apple Intelligence
#51,764 of 937,379 in Education for AI visibility
6
AEO Visibility
iVisible · 6.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Labor Guild
from our crawl and measurement
"Serving and celebrating the labor-management community since 1945. Become a member or take a class today!." That is how Labor Guild introduces itself. Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
Our monitoring has logged 4 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 6.2/10, Labor Guild has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why A Labor Guild?
Promoting good order and justice in today's workplace. The collective bargaining process drives wage equality, and economic and social justice in a vibrant democracy. Since 1945, the Guild's mission has been to provide training, support, and connection through: Labor education, professional training, and personal development via school, workshops, forums, and conferences. Networking and leadership opportunities.
Is this your brand?
The exact fixes for Labor Guild
Which AI engines already crawl you
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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/laborguild
Cite this score: Engagemii (2026). "AEO Score for Labor Guild." Retrieved from https://engagemii.com/aeo/brands/laborguild
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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