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AI Visibility Scorecard
grahamenginemachine.com · Automotive
Borderline visible. AI bots can crawl Graham Engine Machine, 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 2 times
Claude · Apple Intelligence
#164,237 of 332,256 in Automotive for AI visibility
4.4
/10
AEO Score
from our crawl and measurement
Graham Engine Machine, based in Upperco, MD, describes itself simply: "While he will work on almost any engine that comes in, he prefers antique car and tractor engines." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found structured data on the page (LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
5
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 4.4/10, Graham Engine Machine is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Graham Engine Machine
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/grahamenginemachine
Cite this score: Engagemii (2026). "AEO Score for Graham Engine Machine." Retrieved from https://engagemii.com/aeo/brands/grahamenginemachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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