AI Visibility Scorecard
samuelmaclar.com · Technology
Borderline visible. AI bots can crawl Samuel Maclar, 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 3 times
Meta AI · Claude
#1,309,596 of 2,704,425 in Technology for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Technology average 28
Top 41% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →12
from our crawl and measurement
Samuel Maclar is a business whose own site puts it this way: "Samuel Maclar - full-stack developer, cybersecurity student, AI builder, and CEO of Radiant InnovaTech." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4/10, Samuel Maclar is crawlable but under-signaled - fixable, and the signals above are where to start.
Have a project, role, or collaboration in mind?
I am based in Ghana and open to remote collaboration across full-stack development, cybersecurity tooling, AI assistants, and business systems. LinkedIn GitHub X / Twitter Instagram Facebook Email Samuel Maclar Full-stack development · Cybersecurity · AI systems
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/samuelmaclar
Cite this score: Engagemii (2026). "AEO Score for Samuel Maclar." Retrieved from https://engagemii.com/aeo/brands/samuelmaclar
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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