AI Visibility Scorecard
LIQUIDLIGHT STUDIO GLASSART
jasonmakeig.com · Media & Entertainment
Borderline visible. AI bots can crawl LIQUIDLIGHT STUDIO GLASSART, 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.
AI engines read this profile 5 times
Claude · Meta AI · Perplexity
#232,601 of 1,966,405 in Media & Entertainment for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 77% of Media & Entertainment companies
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About LIQUIDLIGHT STUDIO GLASSART
from our crawl and measurement
"Sunshine coast glass artist working and trained in the public realm of design for public spaces and window environments." That is how LIQUIDLIGHT STUDIO GLASSART introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
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 4.2/10, LIQUIDLIGHT STUDIO GLASSART is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LIQUIDLIGHT STUDIO GLASSART
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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 LIQUIDLIGHT STUDIO GLASSART.
Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jasonmakeig
Cite this score: Engagemii (2026). "AEO Score for LIQUIDLIGHT STUDIO GLASSART." Retrieved from https://engagemii.com/aeo/brands/jasonmakeig
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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