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AI Visibility Scorecard
TG's VI3 Labs
tomguzman.com · Media & Entertainment
At 2.4/10, TG's VI3 Labs is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,818,773 of 1,911,173 in Media & Entertainment for AI visibility
2.4
/10
AEO Score
About TG's VI3 Labs
from our crawl and measurement
TG's VI3 Labs is a business whose own site puts it this way: "Journal Blogs Chronicles The Bladder Lab Tests Noise Art Dublin Asia Dalat TG Insta TG is a life long learner, tinkerer, and artist who expresses himself through images, music and writings." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.4 out of 10.
On the page it is passable on some structured data, a partly stated business identity and basic crawler access. What holds it back is sitemaps and entity links AI can follow, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
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.
There is not much on the page to read either, about 88 words.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.4/10, TG's VI3 Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TG's VI3 Labs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tomguzman
Cite this score: Engagemii (2026). "AEO Score for TG's VI3 Labs." Retrieved from https://engagemii.com/aeo/brands/tomguzman
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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