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AI Visibility Scorecard
Fred's Transmission
fredstrans.com · Automotive
Borderline visible. AI bots can crawl Fred's Transmission, 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
Apple Intelligence
#214,147 of 320,913 in Automotive for AI visibility
3.9
/10
AEO Score
About Fred's Transmission
from our crawl and measurement
Fred's Transmission describes itself simply: "FREE TOWING WITH ANY TRANSMISSION REBUILD(in our 30 mile coverage area) Much more than just transmissions, I needed some work on my breaks and speedometer and Fred’s was there for me." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
Our crawl found structured data on the page (WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
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
8
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
6
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 3.9/10, Fred's Transmission is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fred's Transmission
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fredstrans
Cite this score: Engagemii (2026). "AEO Score for Fred's Transmission." Retrieved from https://engagemii.com/aeo/brands/fredstrans
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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