AI Visibility Scorecard
evdrivinglesson.com · Education
At 2.33/10, Mary Driving School is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude
7
AI Naming Predictability
iRarely named · 7/100
Education average 14
Top 40% of Education
See what's behind this score →2.33
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →20
0
from our crawl and measurement
Mary Driving School, based in Hounslow, ENG, describes itself simply: "Mary Driving School is your trusted driving school in Hounslow and surrounding areas. Learn to drive with experienced instructors. Call us to book." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.33 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.33/10, Mary Driving School is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why Choose Mary Driving School?
Experience Excellence At Mary Driving School! First Class ServiceWe offer quality instruction and guidance from experts. Serving Multiple AreasWe serve Hounslow and its surrounding areas for your convenience. Competitive PricesWe provide affordable services without compromising on quality.
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The exact fixes for Mary Driving School
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/evdrivinglesson
Cite this score: Engagemii (2026). "AEO Score for Mary Driving School." Retrieved from https://engagemii.com/aeo/brands/evdrivinglesson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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