AI Visibility Scorecard
CNC services London
cncmastery.com · Manufacturing & Industrial
Somewhat visible. AI bots can read CNC services London, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Meta AI
#71,245 of 267,815 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
3
AI Adoption
iBasic · 3/100
About CNC services London
from our crawl and measurement
CNC services London describes itself simply: "Professional CNC services in London. Precision cutting, engraving, custom panels, 3D carving, and milling for wood, acrylic, metal, and more." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data, a partly stated business identity and a few credibility markers.
Off the page, other sites link to it. Beyond that, 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.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Fair
Inbound links from other sites.
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 5.2/10, CNC services London has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for CNC services London
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cncmastery
Cite this score: Engagemii (2026). "AEO Score for CNC services London." Retrieved from https://engagemii.com/aeo/brands/cncmastery
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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