AI Visibility Scorecard
Duncan Hamilton ROFGO
dhrofgo.com · Automotive
Borderline visible. AI bots can crawl Duncan Hamilton ROFGO, 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 3 times
Claude · ShapBot
#9,675 of 365,725 in Automotive for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 96% of Automotive companies
4
AEO Visibility
iBorderline · 4.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Duncan Hamilton ROFGO
from our crawl and measurement
"Duncan Hamilton ROFGO established our company in 1948. Since then we continue to maintain our global position as one of the top dealers in Competition and Classic cars." That is how Duncan Hamilton ROFGO introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a workable page structure and a partly stated business identity. What holds it back is structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Weak
No social discussion 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 4.2/10, Duncan Hamilton ROFGO is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Duncan Hamilton ROFGO
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/dhrofgo
Cite this score: Engagemii (2026). "AEO Score for Duncan Hamilton ROFGO." Retrieved from https://engagemii.com/aeo/brands/dhrofgo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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