AI Visibility Scorecard
coding-linguist.com · Technology
Borderline visible. AI bots can crawl Ciara Anderson, PhD, 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
Claude
#1,684,455 of 2,707,329 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
from our crawl and measurement
Ciara Anderson, PhD works in Technology. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 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 once 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 4.3/10, Ciara Anderson, PhD is crawlable but under-signaled - fixable, and the signals above are where to start.
What is TFIDF?
Since a computer cannot analyze text in its raw form, it must be converted into a numerical format – vectorization. One way to vectorize text data is TFIDF. When dealing with textual data, it’s important to know which words are most important in a given document.
What is SSML?
You’ve probably heard of HTML but possibly not SSML. Where HTML is used to describe the structure of a web page, SSML (Speech Synthesis Markup Language) is an XML based markup language used in speech synthesis applications. It controls aspects of synthesized speech such as pronunciation, emphasis, pitch and rate.
What is npm?
npm (Node Package Manager) is on online repository used by Node.js developers. It contains multitudes of libraries of pre-packaged code that are used by millions of people across various applications. Much of it is free and open-source. Usually you will use an npm package for something that is not unique to your app, meaning – there’s no need to reinvent the wheel.
What is Node.js?
Since I’m refreshing (I’ve done a little before) and learning new material in Node, I thought I’d make a few posts covering the basics.
Is this your brand?
The exact fixes for Ciara Anderson, PhD
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coding-linguist
Cite this score: Engagemii (2026). "AEO Score for Ciara Anderson, PhD." Retrieved from https://engagemii.com/aeo/brands/coding-linguist
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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