AI VISIBILITY SCOREAS OF 2026-08-08 · ENGAGEMII INDEX
4.8/ 10

#135,181 OF 365,114 IN AUTOMOTIVE

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

MobiLED

MobiLED

Unclaimed

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 2 times

Claude · Meta AI

#135,181 of 365,114 in Automotive for AI visibility

5

AEO Visibility

i

Borderline · 4.8/10

30

Muse Index Score

i

AI agent readiness

Basic · 30/100

0

AI Adoption

i

None detected · 0/100

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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.

Industry · Automotive
Last scored · Aug 8, 2026

The 6 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.

Off-page authority

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.8/10, MobiLED is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for MobiLED: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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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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