AI Visibility Scorecard
MPB 4X4
mpb4x4.com · Automotive
Somewhat visible. AI bots can read MPB 4X4, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Apple Intelligence
#27,170 of 365,655 in Automotive for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
6
AEO Visibility
iBorderline · 5.8/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About MPB 4X4
from our crawl and measurement
MPB 4X4, based in Keighley, ENG, describes itself simply: "MPB 4X4 is your trusted Land Rover and Jaguar specialist in Keighley providing reliable repairs and MOT services in affordable prices. Contact us today!." Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, LocalBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 5.8/10, MPB 4X4 has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Pay Main Dealer Prices?
Repairing & Servicing Jaguar Land Rover Vehicles for over 20 Years.
Is this your brand?
The exact fixes for MPB 4X4
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MPB 4X4.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mpb4x4
Cite this score: Engagemii (2026). "AEO Score for MPB 4X4." Retrieved from https://engagemii.com/aeo/brands/mpb4x4
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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