AI Visibility Scorecard
Crankshafts, hardening machines, service - Maschinenfabrik ALFING Kessler
mafade.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Crankshafts, hardening machines, service - Maschinenfabrik ALFING Kessler, 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
#126,006 of 268,087 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Crankshafts, hardening machines, service - Maschinenfabrik ALFING Kessler
from our crawl and measurement
"Precision steel components and custom hardening machines for the automotive industry and other sectors. Explore our services, from forging and machining to final assembly." That is how Crankshafts, hardening machines, service introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (WebSite, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.7/10, Crankshafts, hardening machines, service - Maschinenfabrik ALFING Kessler is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Crankshafts, hardening machines, service - Maschinenfabrik ALFING Kessler
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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 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mafade
Cite this score: Engagemii (2026). "AEO Score for Crankshafts, hardening machines, service - Maschinenfabrik ALFING Kessler." Retrieved from https://engagemii.com/aeo/brands/mafade
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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