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AI Visibility Scorecard
Carl de Souza
colinmullaney.com · Education
Borderline visible. AI bots can crawl Carl de Souza, 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
#797,502 of 878,326 in Education for AI visibility
3.1
/10
AEO Score
About Carl de Souza
from our crawl and measurement
Carl de Souza, based in Hillsdale, MI, describes itself simply: "Hello! I’m Carl de Souza, a developer and architect focusing on Microsoft Dynamics 365, BI, Web, Cloud, AI and Data Science." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 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
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 3.1/10, Carl de Souza is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Carl de Souza
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Carl de Souza.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/colinmullaney
Cite this score: Engagemii (2026). "AEO Score for Carl de Souza." Retrieved from https://engagemii.com/aeo/brands/colinmullaney
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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