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AI Visibility Scorecard
Drive Ingram Motoring Group
driveingram.com · Automotive
Somewhat visible. AI bots can read Drive Ingram Motoring Group, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#11,353 of 323,516 in Automotive for AI visibility
6
/10
AEO Score
About Drive Ingram Motoring Group
from our crawl and measurement
Drive Ingram Motoring Group is a business whose own site puts it this way: "Explore Volkswagen, Skoda, SEAT and CUPRA at Drive Ingram Motoring Group. Browse new and used cars, book servicing, and access finance and Motability support across Ayr, Ayrshire and." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
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
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
2
Established authority for your domain.
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 6/10, Drive Ingram Motoring Group has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Drive Ingram Motoring 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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/driveingram
Cite this score: Engagemii (2026). "AEO Score for Drive Ingram Motoring Group." Retrieved from https://engagemii.com/aeo/brands/driveingram
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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