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AI Visibility Scorecard
johnnylight.com
johnnylight.com · Manufacturing & Industrial
At 2.4/10, johnnylight.com 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
#227,834 of 235,212 in Manufacturing & Industrial for AI visibility
2.4
/10
AEO Score
About johnnylight.com
from our crawl and measurement
"61805 61905 16005 6005 98205 6205 6305 6405 61806 61906 6006 6206 6306 High Quality Deep Groove Ball Bearing." That is how 6205 Bearing introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.1 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.4/10, johnnylight.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for johnnylight.com
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for johnnylight.com.
Source & Attribution
Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnnylight
Cite this score: Engagemii (2026). "AEO Score for johnnylight.com." Retrieved from https://engagemii.com/aeo/brands/johnnylight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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