AI Visibility Scorecard
Carla le Roux
carlaleroux.com · Education
Borderline visible. AI bots can crawl Carla le Roux, 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
#566,740 of 936,544 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Carla le Roux
from our crawl and measurement
"Learning and capability strategist, programme designer and coach. Designs leadership, executive education and organisational capability programmes across Africa, Europe and the UK." That is how Carla le Roux of Cape Town, Western Cape introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found structured data on the page (WebSite, Person, ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
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 4.4/10, Carla le Roux is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who is this for?
One practice, working at three levels – the individual, the organisation, and the system. For organisations Build the capability.Not just the programme. Leadership development, executive education and organisational change designed around the challenge you're actually facing – from understanding the strategic problem, through programme architecture, to delivery and what makes it stick.
Is this your brand?
The exact fixes for Carla le Roux
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Carla le Roux.
Source & Attribution
Scored by Engagemii on September 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/carlaleroux
Cite this score: Engagemii (2026). "AEO Score for Carla le Roux." Retrieved from https://engagemii.com/aeo/brands/carlaleroux
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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