AI Visibility Scorecard
Modern Cabinet & Puck Lights
laboreducer.com · Home & Living
Borderline visible. AI bots can crawl Modern Cabinet & Puck Lights, 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.
AI engines read this profile 7 times
Meta AI · Claude
#227,492 of 1,378,242 in Home & Living for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
Home & Living average 5
Top 42% of Home & Living
See what's behind this score →4
-
Network Authority
iNot connected yet
Home & Living average 0.0
0 relationships · Home & Living average 2
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Home & Living average 21
See what's behind this score →0
About Modern Cabinet & Puck Lights
from our crawl and measurement
Modern Cabinet & Puck Lights describes itself simply: "We use premium materials and advanced LED technology to ensure our cabinet lights, wall lights, pendant lights, and ceiling lights offer high brightness, energy efficiency, and long." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Modern Cabinet & Puck Lights
- Website ·
- laboreducer.com
- Industry ·
- Home & Living
- Location ·
- A Variety Of Specialty Lights Piscataway, NJ
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 9, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
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
Good
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 read your site and name it in answers. At 4/10, Modern Cabinet & Puck Lights is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What are people saying about us?
This light is a game-changer for my dark pantry! Motion sensor is so convenient. The magnetic attachment and USB charging make it incredibly easy to use and maintain. Highly recommend! Kingsley Chandler Perfect for adding a warm, gallery-like feel to my favorite photos. The light is soft and not harsh at all. It was simple to install and really makes my pictures pop on the wall.
Is this your brand?
The exact fixes for Modern Cabinet & Puck Lights
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/laboreducer
Cite this score: Engagemii (2026). "AEO Score for Modern Cabinet & Puck Lights." Retrieved from https://engagemii.com/aeo/brands/laboreducer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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