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Kolb-Williams Writing and Editing
AEO Score: 5/10
AI engines read this profile 1 times
Claude
#163,997 of 803,791 in Education for AI visibility
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. Two-thirds of websites are invisible to them. Kolb-Williams Writing and Editing just got measured.
5/10 means Kolb-Williams Writing and Editing is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About Kolb-Williams Writing and Editing
This is the editorial portfolio of Sarah Kolb-Williams (now offering self-publishing and editing services at Spoonbridge Press).
Details
AI Visibility Breakdown
2
Structured Data
6
Content Structure
6
Entity Clarity
5
E-E-A-T Signals
6
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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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 June 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kolbwilliams
Cite this score: Engagemii (2026). "AEO Score for Kolb-Williams Writing and Editing." Retrieved from https://engagemii.com/aeo/brands/kolbwilliams
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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