AI Visibility Scorecard
Susannah Butler
susannahbutler.com · Education
Borderline visible. AI bots can crawl Susannah Butler, 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 1 times
Claude
#842,250 of 937,617 in Education for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Susannah Butler
from our crawl and measurement
"Experienced freelance commissioning editor Susannah Butler offers professional editorial services including commissioning, copyediting, proofreading, and book proposal critique." That is how Susannah Butler introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
The site gets some of it right: it has structured data on the page (WebSite), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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 3.5/10, Susannah Butler is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Susannah Butler
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/susannahbutler
Cite this score: Engagemii (2026). "AEO Score for Susannah Butler." Retrieved from https://engagemii.com/aeo/brands/susannahbutler
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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