AI Visibility Scorecard
LEDoux
ledouxlight.com · Manufacturing & Industrial
Somewhat visible. AI bots can read LEDoux, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Claude
#61,476 of 267,651 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About LEDoux
from our crawl and measurement
"Ledoux Lighting is a professional manufacturer of LED commercial light, LED track light, LED down light and etc." That is how LEDoux introduces itself. Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
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 5.3/10, LEDoux has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How We Customize Your LED Light ?
Beside standard product, we also provide custom service according to your requirement. below are our custom service procedure 1. Customized product requirement 2. Evaluation on the requirement by Ledoux R & D team 3. Product proposal including quotation and drawing offered in 7 days 4. New product prototype can be provided for confirmation in 7 days 5. Discuss any improvement on the new product prototype 6.
Why Choose LEDOUX?
Strong R&D Capalibities With strong R&D capabilities and successful experience in developing innovative LED products, we have obtained lots of patents and supported our customers with OEM&OEM service. Fast Delivery We own complete system of processing equipments, including CNC lathes, milling machine, punch machine, and 4 production lines, which guarantees rapid lead time and quality.
Is this your brand?
The exact fixes for LEDoux
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LEDoux.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledouxlight
Cite this score: Engagemii (2026). "AEO Score for LEDoux." Retrieved from https://engagemii.com/aeo/brands/ledouxlight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform