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AI Visibility Scorecard
John Wolcott - Freelance Writing Consultant
johnwolcott.com · Education
Somewhat visible. AI bots can read John Wolcott - Freelance Writing Consultant, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#205,809 of 872,872 in Education for AI visibility
5.5
/10
AEO Score
About John Wolcott - Freelance Writing Consultant
from our crawl and measurement
"I'm John Wolcott. I'm a writer, editor, and content strategist based in Asia-Pacific. Writing Portfolio I write a newsletter called Stories from Thailand." That is how John Wolcott introduces itself. Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (BreadcrumbList, Person, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
8
Inbound links from other sites.
Domain Authority
2
Established authority for your domain.
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 5.5/10, John Wolcott - Freelance Writing Consultant has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for John Wolcott - Freelance Writing Consultant
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnwolcott
Cite this score: Engagemii (2026). "AEO Score for John Wolcott - Freelance Writing Consultant." Retrieved from https://engagemii.com/aeo/brands/johnwolcott
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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