AI Visibility Scorecard
MAD Precision Engineering
mad-cnc.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl MAD Precision 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.
AI engines read this profile 5 times
Claude · Meta AI · Apple Intelligence
#183,865 of 269,181 in Manufacturing & Industrial for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.6/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About MAD Precision Engineering
from our crawl and measurement
MAD Precision Engineering, based in Jarocin, Wielkopolskie, describes itself simply: "High-precision CNC milling and turning of machined components for automotive, motorsport, marine and industrial clients. ISO 9001:2015 certified, owner-led, based in Poland." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (Organization, LocalBusiness, WebSite) and a readable heading structure. It is missing an llms.txt file 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
Strong
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
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 3.6/10, MAD Precision Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a drawing ready?
Send us your CAD file or specification. We reply to every enquiry and work out a fair, considered quote.
Is this your brand?
The exact fixes for MAD Precision Engineering
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mad-cnc
Cite this score: Engagemii (2026). "AEO Score for MAD Precision Engineering." Retrieved from https://engagemii.com/aeo/brands/mad-cnc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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