AI Visibility Scorecard
MobiLED
mobiled.nu · Automotive
Borderline visible. AI bots can crawl MobiLED, 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 4 times
Claude · Meta AI
#40,288 of 365,627 in Automotive for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Automotive average 5
Top 24% of Automotive
See what's behind this score →4.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Automotive average 16
See what's behind this score →0
About MobiLED
from our crawl and measurement
MobiLED LED lighting, based in Eindhoven, NB, describes itself simply: "Extensive range and competitive prices. Own import for professional and private end users. MobiLED your partner in vehicle LED lighting for car, truck, motor, quad, tractor." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
- Company ·
- MobiLED
- Website ·
- mobiled.nu
- Industry ·
- Automotive
- Location ·
- Eindhoven, NB
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Aug 8, 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
Weak
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.
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
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 4.1/10, MobiLED is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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The exact fixes for MobiLED
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mobiled-nu
Cite this score: Engagemii (2026). "AEO Score for MobiLED." Retrieved from https://engagemii.com/aeo/brands/mobiled-nu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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