AI Visibility Scorecard
The Retrofit Source
theretrofitsource.com · Automotive
Somewhat visible. AI bots can read The Retrofit Source, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 13 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#1,406 of 365,651 in Automotive for AI visibility
39
5
AEO Visibility
iBorderline · 5.2/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About The Retrofit Source
from our crawl and measurement
The Retrofit Source describes itself simply: "The original source for high-performance LED and HID projector retrofit kits, LED headlights and tail lights, and the best LED bulbs in the world." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
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
Strong
Inbound links from other sites.
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
Good
Social discussion and mentions.
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 5.2/10, The Retrofit Source has a working base to build on - fixable, and the signals above are where to start.
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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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/theretrofitsource
Cite this score: Engagemii (2026). "AEO Score for The Retrofit Source." Retrieved from https://engagemii.com/aeo/brands/theretrofitsource
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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