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AI Visibility Scorecard
John Clark Motor Group
audidundee.com · Automotive
Borderline visible. AI bots can crawl John Clark Motor Group, 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
#130,248 of 331,668 in Automotive for AI visibility
4.7
/10
AEO Score
About John Clark Motor Group
from our crawl and measurement
"Visit Aberdeen or Dundee Audi for all your Audi motoring needs. We specialise in New & Used Audi sales, aftersales and parts and we are part of the John Clark Motor Group." That is how Audi Dealer in Scotland introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (WebSite, WebPage, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
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
10
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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 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.
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 4.7/10, John Clark Motor Group is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Clark Motor Group
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 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/audidundee
Cite this score: Engagemii (2026). "AEO Score for John Clark Motor Group." Retrieved from https://engagemii.com/aeo/brands/audidundee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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