AI Visibility Scorecard
Light Foundry Studios
lightfoundrystudios.com · Manufacturing & Industrial
At 3.6/10, Light Foundry Studios is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Content Structure and Entity Clarity. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Claude · ChatGPT
19
AI Naming Predictability
iRarely named · 19/100
Manufacturing & Industrial average 14
Top 31% of Manufacturing & Industrial
See what's behind this score →3.6
AEO Visibility
iNear-invisible · 3.6/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Light Foundry Studios
from our crawl and measurement
Light Foundry Studios describes itself simply: "This sight is used to display and sell photos created by Mike Grummell and Peter Yung and Light Foundry Studios." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
The page falls short on a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
- Company ·
- Light Foundry Studios
- Website ·
- lightfoundrystudios.com
- Industry ·
- Manufacturing & Industrial
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 1, 2026
The 6 on-page 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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 3.6/10, Light Foundry Studios is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Light Foundry Studios
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Light Foundry Studios.
Source & Attribution
Scored by Engagemii on November 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightfoundrystudios
Cite this score: Engagemii (2026). "AEO Score for Light Foundry Studios." Retrieved from https://engagemii.com/aeo/brands/lightfoundrystudios
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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