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Marianne Hartshorne: Author
AEO Score: 4/10
Monitoring for AI engine activity
In the Engagemii AEO index
#552,898 of 1,037,812 in Food & Beverage 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. Marianne Hartshorne: Author just got measured.
4/10 means Marianne Hartshorne: Author 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 Marianne Hartshorne: Author
Skip to content LinkedIn Goodreads HomeAbout MarianneBooksProjectsMarianne’s NewsContact Where history breathes and stories come alive.
Key Topics
Details
Industry: Food & Beverage
mariannehartshorne.comAI Visibility Breakdown
2
Structured Data
5
Content Structure
5
Entity Clarity
4
E-E-A-T Signals
5
Technical AEO
4
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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Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on July 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mariannehartshorne
Cite this score: Engagemii (2026). "AEO Score for Marianne Hartshorne: Author." Retrieved from https://engagemii.com/aeo/brands/mariannehartshorne
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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