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AI Visibility Scorecard
lightsigns.com · E-commerce
Somewhat visible. AI bots can read YMS Uniko Manufacturing Ltd., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#39,318 of 614,070 in E-commerce for AI visibility
6.1
/10
AEO Score
from our crawl and measurement
"YMS Uniko Manufacturing Ltd. delivers excellence and innovation as North America's premier wholesale provider of Light Boxes, Illuminated Signs, LED Displays, and Sign Holders." That is how YMS Uniko Manufacturing Ltd. of Rochester, NY introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure, a few credibility markers and partial sitemap and link coverage.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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.
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 6.1/10, YMS Uniko Manufacturing Ltd. has a working base to build on - fixable, and the signals above are where to start.
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Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightsigns
Cite this score: Engagemii (2026). "AEO Score for YMS Uniko Manufacturing Ltd.." Retrieved from https://engagemii.com/aeo/brands/lightsigns
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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