AI Visibility Scorecard
learnerdrivingguide.com · Media & Entertainment
Somewhat visible. AI bots can read Learner Driving Guide, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#148,844 of 1,966,627 in Media & Entertainment for AI visibility
28
AI Naming Predictability
iRarely named · 28/100
6
AEO Visibility
iBorderline · 5.9/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Learner Driving Guide is a business whose own site puts it this way: "Learner Driving Guide are independent professional driving instructors who offers Online Driver Video Tutorials and Lessons for automatic and manual car to pass UK driving tests." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
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 5.9/10, Learner Driving Guide has a working base to build on - fixable, and the signals above are where to start.
What’s included in the 75 videos on both Syllabus?
1. Cockpit drill 2. Car controls 3. Car clutch control 4. Manual gearbox 5. Moving off and stopping 6. Approaching junctions to turn left 7. Approaching junctions to turn right 8. Emerging to turn left on T junctions 9. Emerging to turn right on T junctions 10. Safely navigating uncontrolled crossroads 11. Safely navigating staggered crossroads 12. Safely navigating controlled two-way crossroads 13.
Is this your brand?
The exact fixes for Learner Driving Guide
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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 October 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/learnerdrivingguide
Cite this score: Engagemii (2026). "AEO Score for Learner Driving Guide." Retrieved from https://engagemii.com/aeo/brands/learnerdrivingguide
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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