AI Visibility Scorecard
Project Elliott — Jay Tran
projectelliott.com · Professional Services
Borderline visible. AI bots can crawl Project Elliott — Jay Tran, 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 6 times
Meta AI · Claude · ShapBot
#133,030 of 527,912 in Professional Services for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 21% of Professional Services companies
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Project Elliott — Jay Tran
from our crawl and measurement
"Project Elliott, Brand and environmental design consultancy specializing in cannabis retail development, CPG startup strategy, and big box retail refresh. Based in Lancaster, PA." That is how Project Elliott Jay Tran introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity, a few credibility markers and basic crawler access. What holds it back is structured data describing the business.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, 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 business dates to 2023.
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4/10, Project Elliott — Jay Tran is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Project Elliott — Jay Tran
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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.
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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/projectelliott
Cite this score: Engagemii (2026). "AEO Score for Project Elliott — Jay Tran." Retrieved from https://engagemii.com/aeo/brands/projectelliott
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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