AI Visibility Scorecard
Lantern Works
lanternworksconsulting.com · Nonprofits
Borderline visible. AI bots can crawl Lantern Works, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#733,534 of 827,220 in Nonprofits for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Lantern Works
from our crawl and measurement
"Lantern Works provides remote marketing and communications consulting, creative design, fundraising support, reporting, and practical systems for organizations and businesses." That is how Marketing & Communications Consulting introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
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 3.5/10, Lantern Works is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What are you working toward?
Whether you're launching something new, refreshing what already exists, or finally tackling the project that keeps getting pushed aside, let's bring it into focus.Start a ConversationSTRATEGY. CREATIVE. SYSTEMS.GET IN [email protected] © 2026 Lantern Works LLC. All rights reserved.bottom of page
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The exact fixes for Lantern Works
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Lantern Works.
Source & Attribution
Scored by Engagemii on October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lanternworksconsulting
Cite this score: Engagemii (2026). "AEO Score for Lantern Works." Retrieved from https://engagemii.com/aeo/brands/lanternworksconsulting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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