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AI Visibility Scorecard

CS Johnston

CS Johnston

Unclaimed

csjohnston-writes.com · Media & Entertainment

Borderline visible. AI bots can crawl CS Johnston, 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

#1,626,830 of 1,908,746 in Media & Entertainment for AI visibility

3.1

/10

AEO Score

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About CS Johnston

from our crawl and measurement

"Discover the Queer Wordsmith CS Johnston, a local queer author in the Ozarks, nurturing the writing community and sharing unique stories." That is how CS Johnston introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.

Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.

Industry · Media & Entertainment
Last scored · Sep 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

9

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

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 3.1/10, CS Johnston is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for CS Johnston: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/csjohnston-writes

Cite this score: Engagemii (2026). "AEO Score for CS Johnston." Retrieved from https://engagemii.com/aeo/brands/csjohnston-writes

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

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