#292,721 OF 365,111 IN AUTOMOTIVE
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AI Visibility Scorecard
ledfix.com
ledfix.com · Automotive
Borderline visible. AI bots can crawl ledfix.com, 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 1 times
Claude
#292,721 of 365,111 in Automotive for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About ledfix.com
from our crawl and measurement
"Rebuilt, repaired, repair, reconditioned, remanufactured Cadillac LED third brake light, brakelights, 3rd, chmsl, high mounted electronic third stop lights for Cadillac Seville, Cadillac." That is how Cadillac LED Replacement 3rd Brake Light, Third Brakelights For Escalade, ESV, Escalade EXT, Avalanche LTZ, Chrysler Crossfire, 2010-2011 SAAB 9-5, 2015-2019 GMC Yukon, Yukon Denali Tail Light Repair introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Strong
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
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 3.7/10, ledfix.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ledfix.com
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for ledfix.com.
Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ledfix
Cite this score: Engagemii (2026). "AEO Score for ledfix.com." Retrieved from https://engagemii.com/aeo/brands/ledfix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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