AI Visibility Scorecard
Ledfora Lighting
ledfora.com · Manufacturing & Industrial
At 2.55/10, Ledfora Lighting is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
Top 10% in Manufacturing & Industrial for AI visibility
27
AI Naming Predictability
iRarely named · 27/100
Manufacturing & Industrial average 14
Top 19% of Manufacturing & Industrial
See what's behind this score →2.55
AEO Visibility
iNear-invisible · 2.55/10
Manufacturing & Industrial average 1.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Ledfora Lighting
from our crawl and measurement
Ledfora Lighting, based in Houston, TX, describes itself simply: "Ledfora Lighting provide variety of the most cost-effective lamps,The Most Reliable Lighting Manufacturer for Commercial & Residential Use." When AI engines look at it, they find little to work with. It scores 2.55 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Ledfora Lighting
- Website ·
- ledfora.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Houston, TX
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.55/10, Ledfora Lighting is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Why choose us?
Professional As industry experts, we take pride in offering a wide range of energy-efficient options that provide superior illumination and coverage for commercial and industrial spaces. Custom Servise For You Whether you are a retailer looking to create your own brand of LED lights or a business in need of customized lighting solutions, our OEM/ODM factory is here to help.
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.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledfora
Cite this score: Engagemii (2026). "AEO Score for Ledfora Lighting." Retrieved from https://engagemii.com/aeo/brands/ledfora
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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