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AI Visibility Scorecard
codedbyr1.com · Automotive
Borderline visible. AI bots can crawl CodedByR1, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#251,367 of 333,865 in Automotive for AI visibility
3.7
/10
AEO Score
from our crawl and measurement
"Enhance your driving experience with CodedByR1. Choose from a range of mods from unlocking hidden features to tuning your vehicle." That is how codedbyr1 introduces itself. When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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, CodedByR1 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CodedByR1
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codedbyr1
Cite this score: Engagemii (2026). "AEO Score for CodedByR1." Retrieved from https://engagemii.com/aeo/brands/codedbyr1
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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