AI Visibility Scorecard
Madeley Precision Engineering Ltd
madeleyprecision.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Madeley Precision Engineering Ltd, 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
#246,378 of 268,087 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.1/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Madeley Precision Engineering Ltd
from our crawl and measurement
Precision Grinding and Subcontract CNC Machining Services, based in Telford, Shropshire, describes itself simply: "Precision grinding and subcontract CNC machining services. Services include turning and 5 Axis CNC machining, Surface, Centreless and Cylindrical Grinding." When AI engines look at it, they find little to work with. It scores 3.1 out of 10.
Our crawl found structured data on the page (LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Fair
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 3.1/10, Madeley Precision Engineering Ltd is crawlable but under-signaled - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on October 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/madeleyprecision
Cite this score: Engagemii (2026). "AEO Score for Madeley Precision Engineering Ltd." Retrieved from https://engagemii.com/aeo/brands/madeleyprecision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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