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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 2 times
Claude · Apple Intelligence
#76,638 of 336,725 in Automotive for AI visibility
5.1
/10
AEO Score
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 5.1 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
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.1/10, MPB 4X4 has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MPB 4X4
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.
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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