AI visibility score
4.3/ 10Fair

▲ 0.3 since Jul 2026

#1,684,455 of 2,707,329 in Technology

As of 2026-09-03 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Ciara Anderson, PhD

Ciara Anderson, PhD

Unclaimed

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

i

Borderline · 4.3/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

2

AI Adoption

i

Basic · 2/100

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About Ciara Anderson, PhD

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).

Industry · Technology
Last scored · Sep 3, 2026

The 6 signals AI reads

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.

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 4.3/10, Ciara Anderson, PhD is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

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.

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Picked for Ciara Anderson, PhD: How-To

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.

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Source & Attribution

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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