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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. Samantha Leonard just got measured.
3/10 means Samantha Leonard is currently invisible to AI search. Most AI assistants will not cite your brand when asked about your category. Claiming and applying the fixes below is the fastest way to change that.
Un)Known Futures Teaching Open Menu Close Menu Samantha Leonard About/CV Research Publications (Un)Known Futures Teaching Open Menu Close Menu About/CV Research Publications (Un)Known Futures Teaching Qualitative researcher, EDUCATOR, & feminist sociologistQualitative researcher & social scientist dedicated to education and community development in service of social justice and social welfare.
Industry: Education
samantha-leonard.com2
Structured Data
2
Content Structure
4
Entity Clarity
2
E-E-A-T Signals
7
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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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on July 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/samantha-leonard
Cite this score: Engagemii (2026). "AEO Score for Samantha Leonard." Retrieved from https://engagemii.com/aeo/brands/samantha-leonard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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