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AI Visibility Scorecard
MJ&A Engineering
mjaengineeringltd.com · Technology
Borderline visible. AI bots can crawl MJ&A Engineering, 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
#2,105,854 of 2,706,098 in Technology for AI visibility
3.7
/10
AEO Score
About MJ&A Engineering
from our crawl and measurement
MJ&A Engineering is a Shavington business whose own site puts it this way: "MJ&A Engineering are a leading UK Railway Engineering Design Consultancy. Consult us for Electrification schemes, Telecommunication rollout, LV upgrades, HV upgrades, OLE and Plant &." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
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
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.7/10, MJ&A Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MJ&A Engineering
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mjaengineeringltd
Cite this score: Engagemii (2026). "AEO Score for MJ&A Engineering." Retrieved from https://engagemii.com/aeo/brands/mjaengineeringltd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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