AI visibility score
4.7/ 10Fair
As of 2026-08-29 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Carolyn Parker

Carolyn Parker

Unclaimed

carolynparker.substack.com · Other

Borderline visible. AI bots can crawl Carolyn Parker, 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 · Meta AI · Parallel

62

AI Naming Predictability

i

Rarely named · 62/100

Average 15

Top 4% of Other

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4.7

AEO Visibility

i

Borderline · 4.7/10

Average 4.1

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.

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0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

Average 16

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0

AI Adoption

i

None detected · 0/100

Average 0

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About Carolyn Parker

from our crawl and measurement

"Essays on structure, memory, and peace These essays consider structure as exchange, surrender as strength, and ambiguity as a field to be held rather than solved." That is how The Form Remains introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

Company ·
Carolyn Parker
Industry ·
Other
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Aug 29, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

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

Weak

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Strong

Established authority for your domain.

Reference Presence

Strong

Recognized in AI knowledge graphs.

News & Press

Strong

Press and news coverage.

Community

Strong

Forum and community discussion.

Social Mentions

Strong

Social discussion and mentions.

What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.7/10, Carolyn Parker is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Carolyn Parker: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

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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Source & Attribution

Scored by Engagemii on August 29, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/carolynparker-substack

Cite this score: Engagemii (2026). "AEO Score for Carolyn Parker." Retrieved from https://engagemii.com/aeo/brands/carolynparker-substack

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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