AI Visibility Scorecard
Frelux CNC machined products, LED Lamps, EDC Flashlights
frelux.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Frelux CNC machined products, LED Lamps, EDC Flashlights, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#245,649 of 267,381 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Frelux CNC machined products, LED Lamps, EDC Flashlights
from our crawl and measurement
"Frelux is a small USA based manufacturer. We design, CNC machine, and assemble our own LED Lamps, LED EDC Flashlights and associated products. Inventor of FDSMS." That is how Frelux CNC machined products, LED Lamps, EDC Flashlights introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
The 6 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
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 3.1/10, Frelux CNC machined products, LED Lamps, EDC Flashlights is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Frelux CNC machined products, LED Lamps, EDC Flashlights
Which AI engines already crawl you
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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 September 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frelux
Cite this score: Engagemii (2026). "AEO Score for Frelux CNC machined products, LED Lamps, EDC Flashlights." Retrieved from https://engagemii.com/aeo/brands/frelux
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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