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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 1 times
Claude
#2,121 of 735,745 in Automotive for AI visibility
6.7
/10
AEO Score
About The Retrofit Source
from theretrofitsource.com
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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
7
Reddit mentions and discussion.
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 6.7/10, The Retrofit Source has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Retrofit Source
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 3, 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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