AI Visibility Scorecard
ntuthukosmith.com · Technology
Borderline visible. AI bots can crawl Ntuthuko Smith, 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 6 times
Meta AI · Claude
#1,602,297 of 2,705,024 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Ntuthuko Smith is a software engineer from South Africa building technically sound and meaningfully crafted digital products. Full-stack development with React, Node.js, Django." That is how Ntuthuko Smith introduces itself. When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.4/10, Ntuthuko Smith is crawlable but under-signaled - fixable, and the signals above are where to start.
worthbuilding?
[email protected] to copy emailBook an intro call Elsewhere Github LinkedInSectionsWorkAboutStackStatusAvailable for new engagements in 2026. Reach me on +27 67 711 5581 or by email. Replies within 24h on weekdays.© 2026 Ntuthuko Smith. All rights reserved.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ntuthukosmith
Cite this score: Engagemii (2026). "AEO Score for Ntuthuko Smith." Retrieved from https://engagemii.com/aeo/brands/ntuthukosmith
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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