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AI Visibility Scorecard
MP Custom Car LED Lighting
customcarled.com · Home & Living
Borderline visible. AI bots can crawl MP Custom Car LED Lighting, 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
#977,280 of 1,198,485 in Home & Living for AI visibility
3.4
/10
AEO Score
About MP Custom Car LED Lighting
from our crawl and measurement
"Shop classic car LED lighting, sequential tail light kits, gauge bulbs, flashers, headlamps, and installation resources." That is how Classic Car LED Lighting & Sequential Tail Lights introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
Our crawl found structured data on the page (OnlineStore, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.4/10, MP Custom Car LED Lighting is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MP Custom Car LED Lighting
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Buying a Sofa Online Is Terrifying. Here's How AI Is Fixing That.
Buying furniture online requires a leap of faith that most people aren't prepared to make.
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Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/customcarled
Cite this score: Engagemii (2026). "AEO Score for MP Custom Car LED Lighting." Retrieved from https://engagemii.com/aeo/brands/customcarled
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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