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AI Visibility Scorecard
Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs
doctorled.com · Home & Living
Somewhat visible. AI bots can read Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#5,736 of 1,266,591 in Home & Living for AI visibility
7
AEO Visibility
iVisible · 6.5/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
0
AI Adoption
iNone detected · 0/100
About Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs
from our crawl and measurement
Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs is a business whose own site puts it this way: "Find marine LED lights, navigation LED bulbs, and cabin replacement bulbs for boats. Durable fixtures and drop-in LEDs for 12V/24V systems by Dr. LED." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 7 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
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 6.5/10, Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/doctorled
Cite this score: Engagemii (2026). "AEO Score for Marine LED Lights and BulbsMarine LED Lights, Navigation Lights LED Replacement Bulbs, Marine LED Bulbs." Retrieved from https://engagemii.com/aeo/brands/doctorled
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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