AI Visibility Scorecard
drivingwithphil.com · Education
Borderline visible. AI bots can crawl Phil Dias Driving Instructor, 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
#697,473 of 936,248 in Education for AI visibility
4
AEO Visibility
iBorderline · 4/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Driving Lessons Leighton Buzzard is a business whose own site puts it this way: "Too many driving schools to choose from in Leighton Buzzard? Why not try out an assessment with Phil and learn the way you want to." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 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.
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
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.
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 4/10, Phil Dias Driving Instructor is crawlable but under-signaled - fixable, and the signals above are where to start.
Why do we offer an assessment?
Many people looking to start learning to drive are uncertain who to choose for a driving instructor. Leighton Buzzard like most areas in the UK has its fair share of instructors and driving schools all offering something different.
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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 September 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drivingwithphil
Cite this score: Engagemii (2026). "AEO Score for Phil Dias Driving Instructor." Retrieved from https://engagemii.com/aeo/brands/drivingwithphil
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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