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AI Visibility Scorecard
Marco Mansfeld
marcomansfeld.com · Technology
Borderline visible. AI bots can crawl Marco Mansfeld, 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
#1,446,255 of 2,623,115 in Technology for AI visibility
4.4
/10
AEO Score
About Marco Mansfeld
from our crawl and measurement
Marco Mansfeld, based in Ixelles, BRU, describes itself simply: "Sparringspartner für Führung und Wachstum. Fractional HR, Beratung und Coaching für Gründer und Führungsteams in Tech, Mobility und digitalen Plattformen." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
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
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 4.4/10, Marco Mansfeld is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Marco Mansfeld
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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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/marcomansfeld
Cite this score: Engagemii (2026). "AEO Score for Marco Mansfeld." Retrieved from https://engagemii.com/aeo/brands/marcomansfeld
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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